{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/felipemaiapolo/zelenskyy_speeches/blob/main/data_analyses.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data analyses"
      ],
      "metadata": {
        "id": "8QX4kdNl00wd"
      },
      "id": "8QX4kdNl00wd"
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Setting-up"
      ],
      "metadata": {
        "id": "ZLK01QiV06zu"
      },
      "id": "ZLK01QiV06zu"
    },
    {
      "cell_type": "code",
      "source": [
        "%%capture\n",
        "!pip install --upgrade --force-reinstall numpy=='1.20.3' pandas=='1.3.3' wordcloud=='1.8.2.2' tqdm=='4.62.2' pingouin=='0.5.1' statsmodels=='0.13.0' scipy=='1.7.1' fsspec=='2022.5.0'"
      ],
      "metadata": {
        "id": "LFhSvyUvzvQY"
      },
      "id": "LFhSvyUvzvQY",
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir plots"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OGLUOPVH9GYF",
        "outputId": "47855f38-6fc9-4ede-827c-a5d40c0c00e8"
      },
      "id": "OGLUOPVH9GYF",
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mkdir: cannot create directory ‘plots’: File exists\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Loading packages"
      ],
      "metadata": {
        "id": "TLN0ldRi1Vym"
      },
      "id": "TLN0ldRi1Vym"
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "id": "7965951d",
      "metadata": {
        "id": "7965951d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "76b2d071-880b-4419-a39d-9b3c20ec7f8d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/outdated/utils.py:18: OutdatedPackageWarning: The package pingouin is out of date. Your version is 0.5.1, the latest is 0.5.2.\n",
            "Set the environment variable OUTDATED_IGNORE=1 to disable these warnings.\n",
            "  **kwargs\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from tqdm import tqdm\n",
        "import numpy as np\n",
        "import scipy\n",
        "from scipy import stats\n",
        "from pingouin import qqplot\n",
        "from wordcloud import WordCloud\n",
        "import statsmodels.api as sm\n",
        "from statsmodels.tsa.stattools import adfuller\n",
        "from statsmodels.tsa.stattools import acf, pacf\n",
        "\n",
        "pd.set_option('display.max_columns', None)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Defining important functions:"
      ],
      "metadata": {
        "id": "5m2gvqwR1aJO"
      },
      "id": "5m2gvqwR1aJO"
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "75418f0d",
      "metadata": {
        "id": "75418f0d"
      },
      "outputs": [],
      "source": [
        "nlags=14\n",
        "\n",
        "left  = 0.125  # the left side of the subplots of the figure\n",
        "right = 0.9    # the right side of the subplots of the figure\n",
        "bottom = 0.1   # the bottom of the subplots of the figure\n",
        "top = 0.9      # the top of the subplots of the figure\n",
        "wspace = 0.3   # the amount of width reserved for blank space between subplots\n",
        "hspace = 0.3   # the amount of height reserved for white space between subplots\n",
        "\n",
        "def wordcloud(text, colormap):\n",
        "    return WordCloud(width=1000, height=1000, random_state=42, colormap=colormap, relative_scaling=0.5, collocations = False, background_color = 'white').generate(text) \n",
        "\n",
        "def plot_acf(acf_value, acf_interval, nlags, title, xlabel, ylabel):\n",
        "    \n",
        "    plt.axhline(y=0, lw=1.5, linestyle='-', alpha=.5)\n",
        "    plt.scatter(x=range(nlags+1), y=acf_value)\n",
        "    plt.vlines(x=range(nlags+1), ymin=0, ymax=acf_value, linewidth=1.5)\n",
        "    plt.fill_between(x=range(1,nlags+1), y1=acf_interval[1:,0] - acf_value[1:], y2=acf_interval[1:, 1]-acf_value[1:], alpha=0.3, linewidth=0, color='lightblue')\n",
        "\n",
        "    plt.ylabel(ylabel, size=14)\n",
        "    plt.yticks(size=12)\n",
        "    plt.ylim((-1.2,1.2))\n",
        "    plt.xlabel(xlabel, size=14)\n",
        "    plt.xticks(size=12)\n",
        "    plt.grid(alpha=.2, axis='both')\n",
        "    plt.axhline(y=0, color='r', lw=.5, linestyle='--', alpha=.5)\n",
        "    plt.title(title, size=14)\n",
        "    \n",
        "def adf_test(timeseries):\n",
        "    print(\"Results of Dickey-Fuller Test:\")\n",
        "    dftest = adfuller(timeseries, autolag=\"AIC\")\n",
        "    dfoutput = pd.Series(\n",
        "        np.round(dftest[0:4],2),\n",
        "        index=[\n",
        "            \"Test Statistic\",\n",
        "            \"p-value\",\n",
        "            \"#Lags Used\",\n",
        "            \"Number of Observations Used\",\n",
        "        ],\n",
        "    )\n",
        "    for key, value in dftest[4].items():\n",
        "        dfoutput[\"Critical Value (%s)\" % key] = value\n",
        "    print(dfoutput)\n",
        "\n",
        "        \n",
        "def plot1(data, title, ylabel, legend=None):\n",
        "    plt.plot(data, '-', label=legend)\n",
        "    plt.ylabel(ylabel, size=14)\n",
        "    plt.yticks(size=12)\n",
        "    plt.ylim((-4.5,4.5))\n",
        "    plt.xticks(rotation=45, size=11)\n",
        "    plt.grid(alpha=.2, axis='both')\n",
        "    plt.axhline(y=0, color='r', lw=.75, linestyle='--', alpha=.2)\n",
        "    plt.title(title, size=14)\n",
        "    \n",
        "    if legend!=None: plt.legend(bbox_to_anchor=(.98, .98), loc='upper right', borderaxespad=.0, framealpha=.25, ncol = 2)\n",
        "    \n",
        "def plot2(data, yerr, title, ylabel):\n",
        "    plt.bar(x=data.index, height=data.values, yerr=yerr, capsize = 5)\n",
        "    plt.ylabel(ylabel, size=14)\n",
        "    plt.yticks(size=12)\n",
        "    plt.xticks(rotation=45, size=11)\n",
        "    plt.grid(alpha=.2, axis='both')\n",
        "    plt.axhline(y=0, color='r', lw=.75, linestyle='--', alpha=.2)\n",
        "    plt.title(title, size=14)\n",
        "    \n",
        "def plot3(ax, title):\n",
        "    plt.plot(ax.get_lines()[0].get_data()[0],ax.get_lines()[0].get_data()[1], 'o')\n",
        "    plt.plot(ax.get_lines()[1].get_data()[0],ax.get_lines()[1].get_data()[1], 'r-', lw=.5, alpha=1)\n",
        "    plt.plot(ax.get_lines()[2].get_data()[0],ax.get_lines()[2].get_data()[1], 'r-', lw=.5, alpha=1)\n",
        "    plt.plot(ax.get_lines()[3].get_data()[0],ax.get_lines()[3].get_data()[1], 'r--', lw=1.25, alpha=.75)\n",
        "    plt.plot(ax.get_lines()[4].get_data()[0],ax.get_lines()[4].get_data()[1], 'r--', lw=1.25, alpha=.75)\n",
        "    plt.ylabel('Empirical quantiles', size=14)\n",
        "    plt.xlabel('Theoretical quantiles', size=14)\n",
        "    plt.xticks(size=12)\n",
        "    plt.yticks(size=12)\n",
        "    plt.grid(alpha=.2, axis='both')\n",
        "    plt.title(title, size=14)\n",
        "    plt.show()\n",
        "    \n",
        "def plot4(resid,predicted,ax):\n",
        "\n",
        "    k=4\n",
        "    plt.figure(figsize=(4*k,3.5*k))\n",
        "    plt.subplots_adjust(left, bottom, right, top, wspace, hspace)\n",
        "\n",
        "    plt.subplot(3, 3, 1)\n",
        "    plot1(resid, title=\"Residuals over time\", ylabel='Residuals')\n",
        "\n",
        "    plt.subplot(3, 3, 2)\n",
        "    acf_value, acf_interval, _, _ = acf(resid,nlags=nlags,qstat=True,alpha=0.05, fft=False)\n",
        "    plot_acf(acf_value, acf_interval, nlags=nlags, title=\"Residuals ACF\", xlabel='Lags', ylabel='ACF')\n",
        "\n",
        "    plt.subplot(3, 3, 3)\n",
        "    acf_value, acf_interval = pacf(resid,nlags=nlags,alpha=0.05)\n",
        "    plot_acf(acf_value, acf_interval, nlags=nlags, title=\"Residuals PACF\", xlabel='Lags', ylabel='PACF')\n",
        "\n",
        "    plt.subplot(3, 3, 4)\n",
        "    plt.plot(predicted,resid, 'o')\n",
        "    plt.ylabel('Residuals', size=14)\n",
        "    plt.xlabel('Predicted', size=14)\n",
        "    plt.yticks(size=12)\n",
        "    plt.xticks(size=12)\n",
        "    plt.grid(alpha=.2, axis='both')\n",
        "    plt.title('Predicted Vs. Residuals', size=14)\n",
        "\n",
        "    plt.subplot(3, 3, 5)\n",
        "    plt.hist(resid, bins=15)\n",
        "    plt.text(-3, 18, 'K-S pval={:.2f}\\nS-W pval={:.2f}\\nJ-B pval={:.2f}'.format(stats.kstest(resid, 'norm')[1], stats.shapiro(resid)[1], stats.jarque_bera(resid)[1]), fontsize=12)\n",
        "    plt.xlabel('Residuals', size=14)\n",
        "    plt.ylabel('Frequency', size=14)\n",
        "    plt.yticks(size=12)\n",
        "    plt.xticks(size=12)\n",
        "    plt.grid(alpha=.2, axis='both')\n",
        "    plt.title('Residuals histogram', size=14)\n",
        "\n",
        "    plt.subplot(3, 3, 6)\n",
        "    plot3(ax, title='Gaussian QQ-plot')\n",
        "    plt.show()\n",
        "   \n",
        "    \n",
        "def plot5(reg, feat, rotation=90):\n",
        "    err=np.array(reg.beta_std)\n",
        "    beta=np.array(reg.beta_mu)\n",
        "    \n",
        "    ind=np.argsort(beta)\n",
        "    err=err[ind]\n",
        "    beta=beta[ind]\n",
        "    \n",
        "    plt.errorbar([i for i in list(range(beta.shape[0]))],beta, yerr=err)\n",
        "    plt.xticks([i for i in list(range(beta.shape[0]))],[(feat)[i] for i in ind], rotation=rotation)\n",
        "    plt.axhline(y=0, color='r', linestyle='--', alpha=.5)\n",
        "    \n",
        "    plt.ylim(-1.1,.3)\n",
        "    plt.ylabel('Estimates ($\\pm$ std. dev.)')\n",
        "    plt.grid(alpha=.2, axis='both')\n",
        "\n",
        "def plot6(reg, feat):\n",
        "\n",
        "  nr,nc=int((reg.beta.shape[1]+1)/3+.999),3\n",
        "  k=6\n",
        "  plt.figure(figsize=(2*k,.6*nr*k))\n",
        "  plt.subplots_adjust(left, bottom, right, top, wspace, .5)\n",
        "\n",
        "  for i in range(nr):\n",
        "    for j in range(nc):\n",
        "      if i*nc+j >= len(feat): \n",
        "        plt.subplot(nr, nc, i*nc+j+1)\n",
        "        plot_hpd(reg.sigma2, title='$\\sigma^2$')\n",
        "        break\n",
        "      else:\n",
        "        plt.subplot(nr, nc, i*nc+j+1)\n",
        "        plot_hpd(reg.beta[:,i*nc+j], title=feat[i*nc+j])\n",
        "        plt.xlim(-1.2,1.2)\n",
        "  plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "### Adapted from https://github.com/tonyduan/conjugate-bayes\n",
        "class NIGLinearRegression(object):\n",
        "    \"\"\"\n",
        "    The normal inverse-gamma prior for a linear regression model with unknown\n",
        "    variance and unknown relationship. Specifically,\n",
        "        1/σ² ~ Γ(a, b)\n",
        "        β ~ N(0, σ²V)\n",
        "    Parameters\n",
        "    ----------\n",
        "    mu: prior for N(mu, v) on the model β\n",
        "    v:  prior for N(mu, v) on the model β\n",
        "    a:  prior for Γ(a, b) on the inverse sigma2 of the distribution\n",
        "    b:  prior for Γ(a, b) on the inverse sigma2 of the distribution\n",
        "    \"\"\"\n",
        "    def __init__(self, mu, v, a, b):\n",
        "        self.__dict__.update({\"mu\": mu, \"v\": v, \"a\": a, \"b\": b})\n",
        "\n",
        "    def fit(self, x_tr, y_tr):\n",
        "        m, _ = x_tr.shape\n",
        "        mu_ast = np.linalg.inv(np.linalg.inv(self.v) + x_tr.T @ x_tr) @ \\\n",
        "                 (np.linalg.inv(self.v) @ self.mu + x_tr.T @ y_tr)\n",
        "        v_ast = np.linalg.inv(np.linalg.inv(self.v) + x_tr.T @ x_tr)\n",
        "        a_ast = self.a + 0.5 * m\n",
        "        b_ast = self.b + 0.5 * (y_tr - x_tr @ self.mu).T @ \\\n",
        "                np.linalg.inv(np.eye(m) + x_tr @ self.v @ x_tr.T) @ \\\n",
        "                (y_tr - x_tr @ self.mu.T)\n",
        "\n",
        "        #double check\n",
        "        self.b2=self.b + 0.5 * (self.mu.T@np.linalg.inv(self.v)@self.mu + y_tr@y_tr - mu_ast.T@np.linalg.inv(v_ast)@mu_ast)\n",
        "\n",
        "        self.__dict__.update({\"mu\": mu_ast, \"v\": v_ast, \"a\": a_ast, \"b\": b_ast})\n",
        "\n",
        "    def predict(self, x_te):\n",
        "        scales = np.array([x.T @ self.v @ x for x in x_te]) + 1\n",
        "        scales = (self.b / self.a * scales) ** 0.5\n",
        "        return stats.t(df=2 * self.a, loc=x_te @ self.mu, scale=scales)\n",
        "\n",
        "    def get_conditional_beta(self, sigma2):\n",
        "        return stats.multivariate_normal(mean=self.mu, cov=sigma2 * self.v)\n",
        "\n",
        "    def get_marginal_sigma2(self):\n",
        "        return stats.invgamma(self.a, scale=self.b)\n",
        "\n",
        "class LinReg(object):\n",
        "    def __init__(self):\n",
        "        pass\n",
        "\n",
        "    def fit(self, X, y, m=5000):\n",
        "        model = NIGLinearRegression(mu=np.zeros(X.shape[1]), v=1*np.eye(X.shape[1]), a=1, b=1)\n",
        "        model.fit(X, y)\n",
        "        self.model=model\n",
        "\n",
        "        #Sampling from sigma2\n",
        "        u=np.random.uniform(0,1,m)\n",
        "        sigma2 = model.get_marginal_sigma2().ppf(u)\n",
        "\n",
        "        #Sampling from beta\n",
        "        beta = np.zeros((m,X.shape[1]))\n",
        "        for i in range(m):\n",
        "          beta_mu =   model.get_conditional_beta(sigma2=sigma2[i]).mean\n",
        "          beta_cov =   model.get_conditional_beta(sigma2=sigma2[i]).cov\n",
        "          beta[i] = np.random.multivariate_normal(beta_mu, beta_cov, 1)\n",
        "\n",
        "        self.beta,self.sigma2=beta,sigma2\n",
        "        self.beta_mu, self.beta_std, self.sigma2_mu, self.sigma2_std = np.mean(self.beta, axis=0), np.std(self.beta, axis=0), np.mean(self.sigma2, axis=0), np.std(self.sigma2, axis=0)\n",
        "        self.resid=y-X@np.mean(self.beta, axis=0)\n",
        "\n",
        "    def predict(self,X):\n",
        "        return X@np.mean(self.beta, axis=0)\n",
        "\n",
        "#HPD\n",
        "def hpd(cde_estimates, bins_centers, gamma=.95):\n",
        "    if not 0<gamma<1: raise ValueError(\"Parameter 'gamma' must be in interval (0,1).\")\n",
        "        \n",
        "    hpd=[]\n",
        "    n, n_grid=cde_estimates.shape\n",
        "    bin_leng=bins_centers[1]-bins_centers[0]\n",
        "        \n",
        "    for i in range(n):\n",
        "\n",
        "        probs=bin_leng*cde_estimates[i]\n",
        "\n",
        "        for j in range(n_grid):\n",
        "            ind=probs.argsort().argsort()>=(n_grid-j)\n",
        "            if np.sum(ind*probs)>=gamma:\n",
        "                break\n",
        "\n",
        "        hpd.append(ind.tolist())\n",
        "\n",
        "    return np.array(hpd)\n",
        "    \n",
        "def plot_cde(bins_centers, cde):\n",
        "    bin_leng=bins_centers[1]-bins_centers[0]\n",
        "    plt.bar(bins_centers, cde, width=bin_leng, alpha=.5)\n",
        "    plt.xlabel('Parameter values', size=12)\n",
        "    plt.ylabel('Density', size=12)\n",
        "    \n",
        "def plot_hpd(x, title, gamma=.9, bins=25):\n",
        "    density,bins_edges=np.histogram(x, bins=bins)\n",
        "    bin_leng=np.diff(bins_edges)[0]\n",
        "    density=density/(np.sum(density)*bin_leng)\n",
        "    bins_centers=bins_edges[:-1]+(bin_leng/2)\n",
        "    indices=hpd(density.reshape((1,-1)), bins_centers, gamma).squeeze()\n",
        "    plot_cde(bins_centers, (~indices)*density)\n",
        "    plot_cde(bins_centers, (indices)*density)\n",
        "    plt.title(title, size=14)\n",
        "    plt.grid(alpha=.2, axis='both')\n",
        "    #plt.title(title+\" / HPD ({:.2f}%)\".format(100*gamma))\n",
        "    #plt.show()"
      ],
      "metadata": {
        "id": "ylGVk1JFo3VO"
      },
      "id": "ylGVk1JFo3VO",
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "67ad5bcb",
      "metadata": {
        "id": "67ad5bcb"
      },
      "source": [
        "## Processing speeches data"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "texts_sent = pd.read_csv('https://github.com/felipemaiapolo/zelenskyy_speeches/raw/main/data/texts_sent.csv')\n",
        "texts_sent.date = pd.to_datetime(texts_sent.date).apply(lambda t: t.replace(tzinfo=None))\n",
        "texts_sent.index=texts_sent.date\n",
        "texts_sent = texts_sent.sort_index().loc['2022-02-24':]\n",
        "texts_sent.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "CvWAdZps3BnG",
        "outputId": "420d4af7-5344-48cd-c42b-f4872c55cf60"
      },
      "id": "CvWAdZps3BnG",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                   date  \\\n",
              "date                                      \n",
              "2022-02-24 18:01:00 2022-02-24 18:01:00   \n",
              "2022-02-25 01:10:00 2022-02-25 01:10:00   \n",
              "2022-02-25 07:27:00 2022-02-25 07:27:00   \n",
              "2022-02-25 13:07:00 2022-02-25 13:07:00   \n",
              "2022-02-26 00:38:00 2022-02-26 00:38:00   \n",
              "\n",
              "                                                                 title  \\\n",
              "date                                                                     \n",
              "2022-02-24 18:01:00                Address by the President of Ukraine   \n",
              "2022-02-25 01:10:00  Address by the President to Ukrainians at the ...   \n",
              "2022-02-25 07:27:00  Address by the President on the second morning...   \n",
              "2022-02-25 13:07:00                Address by the President of Ukraine   \n",
              "2022-02-26 00:38:00  Address by the President of Ukraine in the eve...   \n",
              "\n",
              "                                                                  text  \\\n",
              "date                                                                     \n",
              "2022-02-24 18:01:00  Citizens of Ukraine. What do we hear today? It...   \n",
              "2022-02-25 01:10:00  Glory to the Armed Forces of Ukraine! Men and ...   \n",
              "2022-02-25 07:27:00  The second morning of a large-scale war. At 4 ...   \n",
              "2022-02-25 13:07:00  Chancellor of Germany Olaf Scholz yesterday sa...   \n",
              "2022-02-26 00:38:00  Today was a hard yet courageous day. We are fi...   \n",
              "\n",
              "                                                                   url  \\\n",
              "date                                                                     \n",
              "2022-02-24 18:01:00  https://www.president.gov.ua/en/news/zvernenny...   \n",
              "2022-02-25 01:10:00  https://www.president.gov.ua/en/news/zvernenny...   \n",
              "2022-02-25 07:27:00  https://www.president.gov.ua/en/news/zvernenny...   \n",
              "2022-02-25 13:07:00  https://www.president.gov.ua/en/news/zvernenny...   \n",
              "2022-02-26 00:38:00  https://www.president.gov.ua/en/news/zvernenny...   \n",
              "\n",
              "                         sent  \n",
              "date                           \n",
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        "### Descriptive analyses"
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        "id": "nmoR5kl59yXU"
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      "id": "nmoR5kl59yXU"
    },
    {
      "cell_type": "code",
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        "sp = texts_sent.copy().sort_values('sent')\n",
        "ind=[0,1,2,3,4,-1,-2,-3,-4,-5]\n",
        "\n",
        "texts=list(sp.iloc[ind,:].text)\n",
        "dates=list(sp.iloc[ind,:].date)\n",
        "titles=list(sp.iloc[ind,:].title)"
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      "metadata": {
        "id": "Ppjcj4Dd3u3N"
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      "id": "Ppjcj4Dd3u3N",
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sp"
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      "metadata": {
        "colab": {
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          "height": 673
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        "id": "S8a2Vck6O1Fw",
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      "id": "S8a2Vck6O1Fw",
      "execution_count": 8,
      "outputs": [
        {
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              "                                   date  \\\n",
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              "                                                                   url  \\\n",
              "date                                                                     \n",
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              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c8349f5e-6639-40a4-a317-c7b5c733cd72 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c8349f5e-6639-40a4-a317-c7b5c733cd72');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Checking titles (some titles are not very clear because of the webscraping process -- we can still search them on Google):"
      ],
      "metadata": {
        "id": "jFh1UYX3-SDj"
      },
      "id": "jFh1UYX3-SDj"
    },
    {
      "cell_type": "code",
      "source": [
        "titles"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2h22xubN-RWO",
        "outputId": "8763755a-4242-46bf-bba2-bd4b80c8931b"
      },
      "id": "2h22xubN-RWO",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Russian army can stop killing if one person in Moscow gives such an order, and the absence of such an order is a humiliation for the whole world - address by the President of Ukraine',\n",
              " 'Address by the President of Ukraine on the Day of Remembrance and Reconciliation',\n",
              " 'We have survived the night that could have stopped the history of Ukraine and Europe - address by President Volodymyr Zelenskyy',\n",
              " 'The audacity of the aggressor is a clear signal that sanctions against Russia are not enough - President\" s=\"\" address\\'=\"',\n",
              " 'The whole free world has united so that no one justifies Nazism, kills children or destroys peaceful cities as Russia does - address by the President of Ukraine',\n",
              " 'Political history always goes alongside economic one, and success can be common only - President Volodymyr Zelenskyy\" s=\"\" address=\"\" to=\"\" the=\"\" participants=\"\" of=\"\" ukraine=\"\" virtual=\"\" investor=\"\" conference\\'=\"',\n",
              " 'The Three Seas Initiative needs the potential of Ukraine - address by President Volodymyr Zelenskyy to the participants of the Three Seas Initiative Summit',\n",
              " 'This is the biggest step towards strengthening Europe that could be taken right now – address by President Volodymyr Zelenskyy to the participants of the EU Summit after granting Ukraine the status of a candidate for membership',\n",
              " 'Speech by President Volodymyr Zelenskyy at the High-Level International Donors\" conference=\"\" in=\"\" support=\"\" of=\"\" ukraine=\"\" warsaw\\'=\"',\n",
              " 'We managed to liberate Ukrainian paramedic Yulia “Tayra” Payevska from captivity – address by the President of Ukraine']"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Wordclouds:"
      ],
      "metadata": {
        "id": "kUHfDt2g-SjV"
      },
      "id": "kUHfDt2g-SjV"
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(15,5))\n",
        "plt.subplots_adjust(left, bottom, right, top, .1, .1)\n",
        "\n",
        "colors=['viridis', 'viridis', 'inferno', 'inferno']\n",
        "titles=['Positive 1','Positive 2','Negative 1','Negative 2']\n",
        "\n",
        "inds=[-1,-2,0,1]\n",
        "for i in range(4):\n",
        "    plt.subplot(1, 4, i+1)\n",
        "    wc=wordcloud(text=sp.iloc[inds[i],:].text, colormap=colors[i])\n",
        "    plt.imshow(wc)\n",
        "    plt.title(titles[i]+' ({:}-{:}-{:})'.format(sp.iloc[inds[i],:].date.year,sp.iloc[inds[i],:].date.month,sp.iloc[inds[i],:].date.day), size=16)\n",
        "    plt.axis(\"off\")\n",
        "\n",
        "plt.savefig('plots/word_cloud.png', bbox_inches='tight', dpi=300, transparent=True)\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244
        },
        "id": "XvxAQ0L88S-M",
        "outputId": "5f7efcd3-b8c2-48b8-98a9-f43aaf24d790"
      },
      "id": "XvxAQ0L88S-M",
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x360 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
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            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "id": "69598514",
      "metadata": {
        "id": "69598514"
      },
      "source": [
        "### Preparing data and doing extra analyses"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "633b32fb",
      "metadata": {
        "id": "633b32fb"
      },
      "source": [
        "Aggregating sentiment by day, interpolating NAs sentiments, and standardizing the data:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "acef62ac",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 291
        },
        "id": "acef62ac",
        "outputId": "3b72a153-6d77-40b3-8307-231f2d054faa"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "texts_sent = texts_sent.resample('D', on='date').agg({'sent' : 'mean'}) \n",
        "texts_sent.plot()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "id": "ae515896",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ae515896",
        "outputId": "22feae44-3a91-4bc7-b505-426ccc98a7e2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of days with no data: 4 (2.65%)\n"
          ]
        }
      ],
      "source": [
        "#Missing\n",
        "mis=texts_sent.shape[0]-texts_sent.sent.count()\n",
        "print('Number of days with no data: {:} ({:.2f}%)'.format(mis,100*mis/texts_sent.shape[0]))\n",
        "texts_sent=texts_sent.interpolate()\n",
        "\n",
        "#Std.\n",
        "texts_sent['sent']=(texts_sent.sent-texts_sent.sent.mean())/texts_sent.sent.std()\n",
        "texts_sent = pd.DataFrame(texts_sent.sent)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "c3a65cee",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "c3a65cee",
        "outputId": "bbcafefe-2df2-417f-a262-cf6d43c208d2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               sent\n",
              "count  1.510000e+02\n",
              "mean   3.293907e-16\n",
              "std    1.000000e+00\n",
              "min   -2.938741e+00\n",
              "25%   -6.526143e-01\n",
              "50%    1.846053e-02\n",
              "75%    6.671208e-01\n",
              "max    2.333238e+00"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4c56d382-3f80-4abb-a6d5-fe04b2d1fbfe\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>sent</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>1.510000e+02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>3.293907e-16</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>1.000000e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>-2.938741e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>-6.526143e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>1.846053e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>6.671208e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>2.333238e+00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4c56d382-3f80-4abb-a6d5-fe04b2d1fbfe')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-4c56d382-3f80-4abb-a6d5-fe04b2d1fbfe button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-4c56d382-3f80-4abb-a6d5-fe04b2d1fbfe');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ],
      "source": [
        "texts_sent.describe()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "692f2f65",
      "metadata": {
        "id": "692f2f65"
      },
      "source": [
        "Calculating the first difference:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "cee7a454",
      "metadata": {
        "id": "cee7a454"
      },
      "outputs": [],
      "source": [
        "sent_diff=texts_sent.diff()\n",
        "sent_diff.columns=['sent_diff']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "id": "b2e79d99",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "b2e79d99",
        "outputId": "1b363779-e66b-40e1-c70f-b0568c3603dd"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        sent_diff\n",
              "count  150.000000\n",
              "mean     0.014612\n",
              "std      1.320208\n",
              "min     -4.161859\n",
              "25%     -0.713210\n",
              "50%      0.030590\n",
              "75%      0.919083\n",
              "max      3.161749"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e6a91c29-6107-44b5-a46f-3bdb44c56ccd\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>sent_diff</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>150.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>0.014612</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>1.320208</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>-4.161859</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>-0.713210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>0.030590</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>0.919083</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>3.161749</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e6a91c29-6107-44b5-a46f-3bdb44c56ccd')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      border-radius: 50%;\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e6a91c29-6107-44b5-a46f-3bdb44c56ccd button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e6a91c29-6107-44b5-a46f-3bdb44c56ccd');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "sent_diff.describe()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7213d38d",
      "metadata": {
        "id": "7213d38d"
      },
      "source": [
        "#### Testing for trends"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "093759fa",
      "metadata": {
        "id": "093759fa"
      },
      "source": [
        "##### Deterministic trends"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2739f650",
      "metadata": {
        "id": "2739f650"
      },
      "source": [
        "Trend in $y_t$:"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Y = np.array(texts_sent).squeeze()\n",
        "X = sm.add_constant(np.array(range(texts_sent.shape[0])))\n",
        "X.shape"
      ],
      "metadata": {
        "id": "_qBgEUDZaAOV",
        "outputId": "e1ffe111-6016-410a-e1e0-a6dd4227225b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "id": "_qBgEUDZaAOV",
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(151, 2)"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "det1 = LinReg()\n",
        "det1.fit(X,Y)\n",
        "\n",
        "det1.beta_mu, det1.beta_std"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pUisiKupe30_",
        "outputId": "4d531fc4-bc22-441b-8b6b-9abc0b69eaed"
      },
      "id": "pUisiKupe30_",
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([-0.57007947,  0.00766512]), array([0.15270229, 0.00175725]))"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot_hpd(det1.beta[:,1], title='y_t')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        },
        "id": "0kTqSiTZjGt_",
        "outputId": "91fc3d44-8cd6-430f-b624-5458deec031c"
      },
      "id": "0kTqSiTZjGt_",
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "31*det1.beta_mu[1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_aNHG7cSGXGK",
        "outputId": "2eb781f4-641b-443e-ae8a-e91152e07a22"
      },
      "id": "_aNHG7cSGXGK",
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.23761876619752612"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "id": "08bf41a7",
      "metadata": {
        "id": "08bf41a7"
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "ax=qqplot(det1.resid)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "id": "b0826a6b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "b0826a6b",
        "outputId": "87b3b11a-cb3a-49ea-e0ae-10374409b257"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1008 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plot4(det1.resid, det1.predict(sm.add_constant(X)),ax)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "det1.model.b, det1.model.b2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fbhpTq7g2gsy",
        "outputId": "46a3a919-e7c8-4511-91ea-58a3b7aab4cb"
      },
      "id": "fbhpTq7g2gsy",
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(67.3006617583332, 67.3006617587356)"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d6245475",
      "metadata": {
        "id": "d6245475"
      },
      "source": [
        "Trend in $\\Delta y_t$:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "id": "4aab5251",
      "metadata": {
        "id": "4aab5251"
      },
      "outputs": [],
      "source": [
        "Y = np.array(sent_diff[1:]).squeeze()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "det2 = LinReg()\n",
        "det2.fit(X[1:],Y)\n",
        "\n",
        "det2.beta_mu, det2.beta_std"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "29Lgf2D-uM7V",
        "outputId": "355b93b1-ec07-4f92-b2fd-1fbeb230d1c6"
      },
      "id": "29Lgf2D-uM7V",
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([-0.01080729,  0.00033202]), array([0.21465301, 0.00246152]))"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "id": "cb0e6d7a",
      "metadata": {
        "id": "cb0e6d7a"
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "ax=qqplot(det2.resid)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "id": "56a9f8c4",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "56a9f8c4",
        "outputId": "32b4daf0-c18a-42c2-c6bc-b20ce16a9919"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1008 with 6 Axes>"
            ],
            "image/png": 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O4OzY+7OBh2uF3DXD88/dxPsvPZN0wk79m4Z6eP+lZ/L8czfNZ7eKoigLwYLMg6BzoaIsRTT8WFEUpU2ISBI77yaAhIhkgZIxplS16lXA50TkS9hKoe8CPtcKG55/7ia+8utd+L7P19/0uFbsUlEUpWG6YR4EnQsVZamhnlpFUZT28S5gCtum4uXhz+8SkWNFZFxEjgUwxnwP+BDwY2AXsBP4286YrCiK0lJ0HlQUpeWop1ZRFKVNhNXcr6jzcX/Vuh8BPrLAJimKorQVnQcVRVkI1FOrKIqiKIqiKIqiLFpU1CqKoiiKoiiKoiiLFhW1iqIoiqIoiqIoyqJFRa2iKIqiKIqiKIqyaFFRqyiKoiiKoiiKoixaVNQqiqIoiqIoiqIoixYVtYqiKIqiKIqiKMqiRUWtoiiKoiiKoiiKsmhRUasoyoJzZKLA737qOvaNTHXaFEVRFEVRFGWJ0ZWiVkS+KCL7RGRURO4Vkdd32iZFUebO9oPj/ObBo9y9b6zTpiiKoiiKoihLjK4UtcD7ga3GmEHgucB7ReSRHbZJWSDG8yXe8993kiv6nTZFWSD8wABQ9IMOW6IoiqIoiqIsNbpS1Bpj7jDG5N3b8HVCB01SFpAbHjzCZ3+xg9v2jHTaFGWBCDUtJfeDoiiKoiiKorSIZKcNqIeIfAJ4NdAD3Ax8t8Y6lwOXA2zZsoWxscZCGycmJlpmZytZrnZNTNo8y7HxCcbGUo1v14Xnqxttgs7bNR6OPzYxWfF72mm7FEVRFEVRlMVP14paY8ybROSPgMcAFwP5GutcCVwJcP7555uBgYGG99/Muu1kOdqVzU6G//Y0PU43nq9utAk6a1e2JwdAKp2ZZke3ni9FURRFURRlcdCV4ccOY4xvjLkW2Ay8sdP2KAuDhqYufVxObcnXa6woiqIoiqK0lq4WtTGSaE7tkiUwVuj4KmqXLOElphhooShFURRFURSltXSdqBWRdSLyYhHpF5GEiFwCvAT4YadtUxYGo6J2yaOeWkVRFEVRFGWh6MacWoMNNf4UVnTvBP7EGPOtjlqlLBiuy4uGHy9dnDdeW/ooiqIoiqIorabrRK0x5iDwhE7bobQPJ3jcv8rSQ/OmFUVRFEVRlIWi68KPleWHE7MqeJYumjetKIqiKIqiLBQqapWO4xy0gQqeJYuGHyuKoiiKoigLhYpapeOop3bpo4WiFEVRFEVRlIVCRa3ScZzgUU/t0kVb+iiKoiiKoigLhYpaZU587Ef3ccODR1qyL6NFhJY86qlVFEVRFEVRFgoVtcqc+MRPHuC7t+1vyb6iIkLGMDJV5I++cjMjk8WW7FvpDqIQc82pVRRFURRFUVqMitplyC8fOMy//mz7vPZRCkzLWvA4B63vB9yxZ4T/vmUvt+0Zacm+le5A86YVRVEURVGUhUJF7TLkW7fs4VM/fWBe+wgC07L2LHHB40TPYsy9PDiW5/3fv18r/NYg6lOr4ceKoiiKoihKi1FRuwwplObvZfVNKz21Jvp3Mede/uL+Q3z5hr08cHC806Z0Hf4iflihKIqiKIqidDcqapchRT+Yl5fVGIMxtE7UBjU8tYvQ21koBRX/KmWMWbwPKxRFURRFUZTuRkXtMqToB8xHjzpB3Lrw4/DfwOCHnrzFKGrzvoraekThx+qpVRRFURRFUVqMitplSNGfX+iw76oVt0if1MqpXYwePfXU1icKP16E11VRFEVRFEXpblTULkOKfhAJ07ngnG2mReHHpsJTu/jDj/OL0PaFJmrbpNWPFUVRFEVRlBajonYZUvQD5qMt/Fhf2VZQ4an1XUGhxSd+nBDPF5sTtQ8emuD+A2MLYVLX4K7xYnxYoSiKoiiKonQ3XSdqRSQjIp8RkZ0iMiYivxWRZ3TarqVEyTfz8rL6fmu9bnGR7HIuS4tQ/EThx03a/nffvpO//MZtC2FS16AtfRRFURRFUZSFoutELZAEHgKeAKwA3gV8VUS2dtKopURhntWP/VgLnlbgduP7i7z68RwLRY3nSxyeKCyESV1D1KpJC0UpiqIoiqIoLSbZaQOqMcZMAFfEFn1bRHYAjwQe7IRNS415hx+HG7dKn8Rb+izmgkJzLRRVCgyjU8WFMKlrMGbxXldFURRFURSlu+lGT20FIrIeOBm4o9O2LBVcCOhcQ5CDlufUlvfrbFuMYap5Vyiq5De1XckPGMuVWlZ4C+CHdz3MW792S8v2V4+v3fAQP7zr4VnXc4539dQqiqIoiqIorabrPLVxRCQFfAn4vDHm7hqfXw5cDrBlyxbGxhortjMxMQHAziNTHBzPc/6xQ60yeV44uxaafLEEwPDoGElPZl2/2q7RsRwAhUKx4XM+E7m83d9UrsDkVAKA8ampWffd6PnyA8Pbr7mL11y4hTM2DszP2JnsyeUBGJuY3fY4+WKJgh9w6OgI2VSiJbb89O59/Ndv9/K3Tz/e2rZA99anf3o/m4eyPGpz74zruWtcKPoV56Zd93y3ICKrgM8ATwMOAe8wxny5xnpXAO8E8rHFZxljtrfDTkVRlIVE50JFUVpN14paEfGALwAF4M211jHGXAlcCXD++eebgYHGBcvAwACf/952frXjMD9/+5NaYHFraOYY5kopdAj29fWTTjbmrI/bNVy0wksSiZbYm0ylAUgkkyTCn71kqqF9N7LOkYkC/3vXIS7YtpbHnLJxfsbOhLjz0pjtjgD7YMEkswwMZFtiipdIUQpMhR0LcW/5RjAy+33grnGATFu3Hfd8F/Fx7Jy2HjgH+I6I3GKMqRWJ8p/GmJe30zhFUZQ2oXOhoigtpSvDj0VEsE/w1gOXGWMWJOFwquiTa7L9Sqt58NAEr/jM9UzkS20b04X2NlLo6ZcPHOboZOXpD6JCUa2xJ97Sx4+qH7cuFNcVnSoucOjrXKsfu2MdzbXuNi8FAca0rkL1/935MLfvGZm2vOgHDYUUR9d4ERYAaxUi0gdcBvy1MWbcGHMt8C3gFZ21TFEUpX3oXKgoykLQrZ7aTwKPAJ5ijJlaqEFKvun4l+xbdg/z8/sOsfvoFBv72jOmE3mzidogMLzys9fzhscdy1ufsSpaXi4U1eKc2qBc/biV18WJzYXO03ViNt9koSgntkemWvdgw49VkU548w9pfs+37+CMjSv45MsfWbG85BuKpdnPq7vGy7xQ1MlAyRhzb2zZLdhK77V4jogcAfYBHzPGfLLWSnNJw/B9H9/3W5I+MB86HX6u43c+/L/TNiz38TuEzoUxOn0PdHr8brBBx18a43edqBWR44A3YPMn9lunLQBvMMZ8qZVjFf2g4wWJ3Jd86+1qj+O8EInamdfLlXyKvpnmzXaCqVVewEpPrQltbL2ndqEfYMy1+rEThWOt9NT65XPaqv3tHZ7+fKnoBw15wANt6QPQD4xWLRsBasVffxWbWvEw8GjgGyIybIz5SvWKc0nDSCTsg45uCP3utA06vt4Dy338DqBzYRXLffxusEHHX/zjd52oNcbsBGavXtQCCn7QdKhoq3FCq1UCsRGKDY7pxGy1MPJbXP046lNrFsZTW2yxwKtHoTQ3T60TeqO51ntqW3Ue/cCwZzg3bXmjD4bK4cfL2lM7DgxWLRsEprkIjDF3xt5eJyL/ArwQmPZFTlEUZZGhc6GiKC2nK3Nq24XNB2zvl+ybdh3loSOTZRvm2Jd1x6EJ7nt4buEyjbb0ca1pqoWIE0ytakETeX5j4eBzvS5fveGhabmpxXnus1Hy/hw9tS6ntoW9aktzvK/qERjDofE8uWJlu6JSYKLzOxPllj7LWtTeCyRF5KTYsrNprF2ZoU0P+xRFURYYnQsVRWk5y1rUlnwb7tqq3NBG+JP/+C0f+9H9MRvm5ql977fv5J3fvL3p8eN5q7OGH1d5an9+30EeHs3hIkgXIvy4FIUfN+9h3DM8xdu/fivfu31/xXK3r0bE13wozKNPLbS2UFSrQ8Tdddk/UumtLfpBQ+dVC0WBMWYCuBp4j4j0ichFwPOwVd4rEJHnichKsTwKeAvwX+21WFEUpfXoXKgoykKwrEVtu6rixpkslJgolMNMSxU5tY0zni8xWWw+XDV+rLOHH/sVtl1+1Y184Zc7Y+HHdr0DYzkmC3MPnXUO38CYeYXNToU2TPMmunO8wKGvxbl6agPnqW1d+LG7Zq0S8u66xPNqjTEUfdOQN9iJ2uLy9tQCvAnoAQ5gw+feaIy5Q0R+R0TGY+u9GLgfG453FfBBY8zn226toijKwqBzoaIoLaXrcmrbSSEmdjINnImSH5ArBfQ3snK9MUtBhehxIrNZj1phjkWu4tvMFj7sxKEfGIwxTBV98iV/WvXj3/vUL3nWWcfwtktObdiOnYcnePOXb+aq1z6qpqd2LsfmclnzVYWtyuHH5eUPHprg5oeO8oJzNzc9Tj3m3tLHrt/NhaLctd4TE7XN5D+rp9ZijDkCPL/G8p9ji6e49y9po1mKoihtRedCRVFazbL21Eb5mw0KqKt+uZOn/ONP5zVmwQ8qCgnNVXw0GvZZazvHbIWe4uHHkQc1MLE+tfbfIxMFDozmm7Ljtj0j3LZnhF1HJsv7Cwy+P/fw43qishx+XD7er/xmF2//+q1Nj9HI+NWieiaCwERh4K0sFNXqglvuXqkQtX7j3ldnRmBa1wpKURRFURRFUWCZi9ooXLTBL/57h6fYP5qbV4Gkom8qPLVRTm2TnslCaW5FruLH2khLHwj7+cZyNKvzNQMDU8Xm8kjHQwEXmLKoKwVBazy1VeG/xahPbXn5VMG2K2pVsSson9tmBHk8HLyVhaLKfWpb5am1/8bDj4tNhDjHz3M7w/0VRVEURVGUpc8yF7XN5bMW/LLnci44QRgXPcWYB3Sy4POJn9zfUChy0TfzDj+ezWOWj3JqTUUF4bKYLZ+/6l62szGej4naKJwZ/GB6qHCj1OsTW6zhUZwq+BWftYK59KmNX49WFooqzeM81sJ5avfG2vqUHxY04qk1NX9WFEVRFEVRlPmyzEVtc+HHLqx0rgWH3Hjx6rjx6se/3H6UD33vHu7aV92TfDrWUzu/8OOgifBjd8xBLU9t0HzF37HQU+sHleK4XP14Pp7aSluKNbzhk1VFsFrBvEVtl3pqTayA194aObWNeKbjOraVDxIURVEURVEURUUtjYeLRrmZDQih67cfrhAAUBZdFYWiYt5it9/q6r31bJmLuC42EX7sxKEfmMi2UmAir53TxL4xDdkcx3lq/VhOqW+YV/XjeqKy7GEvL8+12FNrTNkD34zAj99LY12aUxu/T/YMT0WhxOWHQo0XimqVTYqiKIqiKIriWOaidvb8zQcOjvOtW/YCZbHUiJj8gy/eyGeu3VE13nTRFYWJxlqjVOeE1qJQmmuhqFj48Rw8tfG+vr4xkRev2ZzaiVDUGlMuPOU3kFN72+4Rrrv/UM3PnJicHn48vVCUs7dVAiu+72Y8tc62gWyyteHHLax+7B40rOlPky8FHJ4oAOVjDszsIcUVolbDjxVFURRFUZQWssxF7eyFbr58/S7+IqySmy81LoTGcqVpQq9Qo5BRXCw6YdCIp6/oB3PKTazw1DbapzbmFS5VhR+7XTSbUzvmPLXGRB7fkm+ic1vvmnz0R/fxnm/fWfOzWucXYrmfMa/oVCxfuBXEvf3NFIpy53V1X5pcMWg6jLvufqPw41Z4ap2ozQAwEoZJx38PZhunMvxYPbWKoiiKoihK61BRy8xfsnNFn6mijzEmEkuztTAp+tbjWF3RuJanthgTi06INNISpugHDbVSqbWdY9bqx3FPbSgIg1hLHxPz0DUdfpwrhx/HC09FYqxOiPdU0WeiUDtMt1Z4N8QKRcU9tVH4cWsElhszIY152su22XVX9aWB1oUg+7EIgPnvy+4jk0pU7DN+Pmd7OBB/gNIKmxRFURRFURTFsWxFbdzLONMX8kgo+UEs/Hhm0eIEXrUwq5Xz6cSiH5S9obOJoiAwYfXjueSdNhF+XCp7M6Ow4CCIeo76MYE715zaIBZ+XNEPt47wyReDSJBWU69PbZQPHFte9kK3yFMbjt2bSc54/Ywx/ObBI1FeqjuvTtS2qlhU/HrNF5dDnUl6FfuMPxAoznbPavixoiiKoiiKskAsW1Hb6BfyeO/TyFM7ixCaqiOYyoWEpocfxwswzRaC6kRaYGYPIa4mLnJmC1+OC7+ognDMTj/mWW02/Njl1AZBueBUEBPP9TyouZJfV9TWzaktTc8vddeo1Z7a/nSCQimo2//2xp1H+d1P/ZLb9oxUjN96T20Lc2r9KlFboxXWbMXT4vdaKytOK4qiKIqiKMq8RK2I9IjIU0TkuFYZ1C4qRO1MntpQ/OSLMU/tLF/Kc4WyAIwT9yRWV5D1Y8WYZvPUVnp6mxMt8eMu57IGvOIz1/PLBw5XHkdxum3Wm1oORZ5r+HHU0qeOp7beg4N8MYjCwasp59TWbulTO/y4VTm1dn99mcSM+x2etJ5Yd/zuvK7qq8xXbYYgMLzzm7dx/4GxaFl0vVoRflzXUzs9pHj30Ume+7FrOTiWB8r3Rfw21fBjRVEURVEUpZU0JWpF5HMi8qbw5zTwa+B/gXtE5BmtMkpE3iwiN4hIXkQ+16r9xqn8Qt6Ip9aPFYpqzFNb7QWsqJAbtZkpCzrn7Zotp7Yyl7E5r1c8/NiJlQNjeX5+3yF+8+CRinXzFeHHMU9tOGRgypWQS4FpyusZhR/HQpjjntp61yRf8glMbeFfP6e2HOLtmGpxn1p3XgcySfs+HHOq4FeI7HxViLQbf6g3BcBkHS/0TByayPOl63fx03vLVaH9WTzezeCucSZZnVM7vVDU3fvGuHX3CPcdGOO+h8c4/W+/z/0HxivCj7VQlKIoiqIoitJKmvXUXgL8Kvz5ucAAsAG4Iny1ir3Ae4HPtnCfFTRaudUJklwxmCZE61Gvsm5cbOVLVaI2Vs14tvDj6kJTn7l2Bx/83t0zbuOIizgnNA6P2xYtTmhGNsY8tU5IV7T0iYUiQ21v7f0Hxnjpv/6KyVhxJ2NMuU+tqcxtdsKznvfceY9rjRUPFY8TXbeYGKtVPGo+uDGcp9Z5+P/gizfyN9fcEbMxfOBRFco+kE1WfN7U2DPkarck/Hiap3a6F9gdh8vDnsj77Dw8iR8YHh7NaU6toiiKoiiKsmA0K2pXAgfCn58OfMMYcwD4D+C0VhlljLnaGHMNcHi2dedKwa8UhvWIe2qbLRRV/eU9Lp6r9xXvBTtbfmp8PyU/4Nr7DvLjuw/MsEXtbV0I76EJGyo6VtUntVzwytTM/a3uT1rL7pt2DXPdA4fZfXQqWpYvBbGKx2VPYGBMTS9gHCf6avXFnc1T6zzhcUHcqj61UU5tlaf2oaOT7B/NTbOxukey265evvBMuH3VCktvxfGVqx974XjTC3K5Ze5ByGShFFWpjle4jq+rKIqiKIqiKK0g2eT6+4EzRGQf1mt7ebi8H2hN2dY20WgIr/uSPrdCUZX7jXsQy6K27PUsNeipje/HeVGrhVw9ivHw43AT56mtLlKUi/XlLVaEH5tpP8PM3tO4ffFx4uHH8Zxa1y4o4UnN/U0WfPqzlWPV71NbKSDjgrhlfWrDMfvSiYr3uYJfcX/lq0LT3XkdzKam2dbs2PH7xm+hJ9qZXx1+XKqRU+vO/Xi+hGCvnR+UexG794qiKPPhmpv38OHv38Pe4Sk2DvXwtktO4fnnbuq0WYqiKEqHaFbUfhb4T2x4sA/8MFz+aKCx+NcWIiKXEwrrLVu2MDY2NssWlomJCUYmy+/HxqfqbjtVsFp9eHQ8EiSj4xPsP+SxezjHKev7p21zdHQcgFyhWLHfsYmJ6OcjI2MMJErkinb/k7k8uXwoLifzMx7LcLh/+/MYU4UiuWKpoeMfmywf+PjEBGNjKfYeHrX7mshV7GMi9NyW/ICxcbtdoVhicsp6HgNjGB0r23JkZIyhVKUoGwm3Ozo6ztig9fQ9fKTstZ2YnKJQdEWTAgoxYXZ0ZDQKeQXrWXbC+fDwGH0DlYJ3Imc9zvmiX3Eck3m7vFCyyw/FvMaj4xOMjWVqn6wmGAnPQ8Yzoe1jrEoHTBZK5AvlazM6MRX+O8nY2Fh0XhOBvfYjM9yLcXJFn1dedQt/dcmJpBP2PIxPla+fE9ITU3Z/E7F7r1lGx63NEtjrNO5snyjfSyPj44yNeYxOuOtd/mxsYpJCsUgqIRR9w+j4ZGTnfOxSFGV5cs3Ne3jH1bdFDwH3DE/xjqtvA1BhqyiKskxpStQaY94jIncAxwJfM8YUwo9KwAdbbVwD9lwJXAlw/vnnm4GBgYa3TcW8Z4l0mnrbuohaL5WJvF7pTJZr7jjCP/3fvdz+7ktIJaqiuBO2XQviVezXS46Ux8/0MDAwgAkjwBPJFBJ6uYwk6toDkB4pC79MTy8BQilgxm0i05Lp6Odsj7VhLPSxT5Uq9+GO3TeQSmeiY0ql7T4CY+jp7S0fXyo73QbP3mLJdPkzM1I+96lMBi+RCPcHcR9rpqeXgWyKqYKPbwzZpBfl33qpDH19qYrxgvBcFgNTsdxIIjqOgYEBEjEdlUrXsHkOJNJW1A6F7uNkeH1zpQATvw8SqfAfe8+lwu3WDA3aY/CSDdlz5PAEd+0f58HhIqdtXGEXxrZ1XngvWb6353qc2fAZwECvO7aMPY+p4Wgddx6NZ4+vFJ5zsL8v4iVIJzyKvk8qnamwpRXnX1GU5cOHv3/PtKiWqaLPh79/j4paRVGUZUqznlqMMd+osezzrTGnfdRqR1KLeLhrvIfqyFSRfClgdKrI6v5KT1+9QlG1cmqLsSJGcy0UVfSDivzGmYgft9P1UaGo6vDj8Dj8wESFm0pV4cfxY8zVsDtXnB4aGy9IZUw5NLUUmChsFsrX5Z3X3Mah8QIff+m50We2SnCqYqx8jTBce8yVod6V4cfN5XcW/YCECF5VWHQhyo1NRLYEgSFXDCrC0KsLRbnrlk4KPalEw62R4kWxqvNZ48fVkpY+4W7T0/rUTi/+lI8KRZVi29trnEklmIj9HimKosyFvcNTTS1XFEVRlj6ziloRubTRnRljrp6fOdGYSaxtCSAhIlmgZIwpzbxl4zRc/TgUGfEiSqXARKJkpJaordMDtVBD3JQigRg03qc2th8/MBRLTeTU1qh+fGjC5dRWpkXHKzS78+UHtYs8Qb2cWrssbt94heAp51gGVSLZ2XpgNM/+0VzFeamVe1qrCjBMb0ETL8bUbM7p8z/+C5522gb++Ckn1Ry7P52M3udK0x9uOOFZXSgq6XlkU17DotatV/CDiv7H4PKUCcduYaEol1NbowiVG9tdo4mCHz2s8I0tLpZOVBaaUhRFmQsbh3rYU0PAbhzqadkYxhgMtr6DwYT/2uVBbHn43+z7q7Nc50NFUZTW0Iin9usN7stgRWgreBfwt7H3LwfeTQvbBjVb/Xh0qizEbEuYsqitt41fJSjiYqtm9eOgUhjUtb3CUxtU2DMb8UJR5ZY+YfXjfLWntizAalU/dp9Vr19rH/HzPZ4vnzPb0qfSC+xyL4sxMWr7vQax/dYX0IGx5zUZiqhCJMjNtG2bFX27Dk+y49D4tOWRqM0mojGdeI57S+v1qU0mrKe20erHkQe8WL72hdhDCEfRty11fnnvIZ73yH5EZPrOYnzwe3dzwdaVPOnU9dEyd31c9WN3zxZqeNXduZ3Il8qiNggIjIltr55aRVGaw8T+7rz1klN41zdvYyKcL9NJj950grdecgr5UjBNhBqqfo59NpErkk8UKraJtyBbaLwW9UpXFEVZ7swqao0xzbb9mTfGmCtobd/baVSGH9f+o2KMiURIhafWN9EX+tHcdOdxLTEDVZ5avywY3bqNhh9XVm42FMK+q0FgpoXFTt92uqc23qc2vo98LPy4FPOmBhWiaWbvaeRRjHtqq6ofx78/FPyAbDJB0S9VCP7JQqlCjNYSf4Uqz2GyyjNYCgzGmDB0ObS/1NyXl1zJn9bP1x6f3Wdf6KnNF/1onIrqxy78uOr6pxIe2VSi4erHtTy1bt/x6sIlP+BL1+/i//3wPn72wAh/f+mZZFP1nz194Zc7uWvfaIWodfvLhp7aYg1PbRQC7Ty1eR/nm/ADe52dp1arHyvtwDQgTGz6Q3m9hbgzZzKjuoK8qf5/bNv4br5z6z4+/uP72T8yxYYVPfzhE0/k6WduqPAaVnsR3f6M/QSMnfP9VHHa/sHMaLep+qF62+nLwk9qLJycKjDp5cs2191vmQtPWs17X3gmV3zzDopBwCO3reLS8zZx4fGrOZIr1NmqNsUgIKnCUlGURYhWga+k6ZzapUIj4cdxkRQXr6WgLCRqeWqdMCnO4Kl1YahR7mMsbzU/S5/a+H78IOap8wOy3szO8gpRG9gvdYcn8qQTHgU/YLLoRz1TXfisoSzarDe19v5qeU9zNdrsxD3CQcxT69Zb0ZNiLF+KCf6AyYJfcV4ma4ja+Of5YkBv2tlY+RAgLhyrr9FMlMKHBzVFbXgeXE5twQ9q9isut4Wq9NQnPSGbSszao9gRf1hQHfobF9GlwDCZLyHA1Tfv4bSNg7z+d46fcb+3PDSMMSby6jrPfDmntpZHuDKvdyJfir6gWk9teftmzrmy9CgG9p4t+IbRqQJToaBx1BRDVTGerRKfU1MFJqrGbydTuQJTiebG/9X2w1x1/U7SmQTHrrPV96+6fick4MLjVze1r7zv483yEHWhqf4b0CgXHr+a49f2AfChF57VarMURVG6Gq0CP52mvbAikhSRx4rIi0XklfHXQhi4UMTFWLGO5yguxEZjnlpXnAlmFrXVntpilScxvk4zObUVtleF6U6zpeDz6n//Nfc+PBat7/CNYXTKisdjV9sqxs6L6vrfupY6U8VyCG88/LjC+1wrJLiGp7a6iFD8C02hFNATehLLYt16zKeK5e1q5tTWOL/x/YA93xWFopoIhc1VeCGrxnbhx5lyTm2t+2BaTm1476WSHj3pxgtFOVsKpWBaLnGFpzaw/ZVX9qboSyfYN5Kru8+iH1AKDEcni+w8XG7JU86prfS0xq9p+d619k8WStF5cmHl1YWmlOVBMQiYKJQ4mivw8ESeQ5MFRvMlciU/yreOv4IaryhclIXxpi4mrr5pTxTp48j7AVfftKdDFimKoijtZqYq8MuVpjy1InIq8N/ANkCwvWqTQBHIA1e12sCFotBA+HHc8xfPqS3FclhHa4jaXGG6hw5q59TGQ2Nr5XzWtL1KTFTnVMa5/8A4P7nnII8/aS0nrx+oEHjGGA5NWC/B1tW93H9gnLFckQ0rspENA9kk+fFCRUXnyvDj8s81w49rFG8az5VIemL3ZQzVGidblXvprs/RifK5rplTWwxIeIIfmJrnGuwX7FxFoajGvYZuzNrhx3Y/vWkvej9T+HH5+oeiNiwU1XT4ccxTW6jhQS35hsAEpJMeqaQ3rcJ1rX0C3PzQUbausV6QSNSmXDi3E+TTHxw4T/NEwY8eVgThdXaiWAujLG1cNfZCYL2x7cxPXA4cCQv7PXjA5vZvDb21brmiKIqy9NEq8NNp1lP7z8CNwApgEngEcD7wW+CyVhq20JSqvJ21iOe2Tqt+PIOnNqp6W/XlPT7O9OrH5bzVZqofF6vCj6vZP2o9cwfG8qEN8Zzacj7tcautgHGhwU7g9GXKOaLOzopCURXFm2oVivIrjteNsaInFdlQnfvmcj6LQaVIOzpZ/tJWK/y44AeRpzQ+3oye2ibyO2cUtb71RLqexfl6ntp64ceJJlv6xHJq3TWIQtr9yocOuWJAJunRn0nWtL18fOXz9Ntdw9HP7iFGOuwnHIUfx8ep0dLHeeTdw4t0VfVkZWlQ9K0n9shU6ImdKjBaKJErBSpoF4BVfemmliuKoihLj3rV3ltZBX6x0WxO7QXAE4wxEyISAEljzE0i8nbgo8CiSWypDOGt46mtCD+OVz8uF5AamawRflynUFS+FESVfcvVj8thqNW9Phux3Y+FH9fy1JZFbS6yPdo2MFHlY+eVGwuPM1cVTjsVE7X1CkXV9p7WLhQ12JPi8ERhWvgxxERtlQAcjp3rWh7NfNFnZV866iFctrHSKz9V9PGkXCW5UZzoq+XtLJQCMgkv8kYWSkFNj321qHVi0OXUNu6pjYUfT/PUxnNqA/Il31YHzaSmVbiu3Gd57N8+NBz97B5iRNWLXfhx/HeoKnd6Il+K2gr5YYuhTFVOrrL4OTiZ14cUbebS8zZx1XU7K5ZlEh6Xnrc8c6gUpdPsG6+f1tMIU5N5xiXVImsW3/jdYMNiHP+tzzyFq67byT37RgEbtZNJeLzyscc1fU92+vj7W7SfZkWtYD20AAeBTcA9wG7gxBbZ1BZc+HHCk/qiNua5qqx+PHNLn3iobpxi6Ek8Olksh58GsVzVRj218dBav9w3ttZxHHCidrSWp9ZwKAzp3RZ6ap1gy1d5anMxURs/rkKFqJ0+vjuWeA7YRKHEYNbu11ZTrtzGidpyP1T775GYpzZXx1M7kE0BU9PaHkU/B4apgk9fJslYrlTXS18Ldw6mij5+YEjEKk0XfCsc07E2QmVP7fTw43gRrKQniISFohpu6VP2gFc/1KisfmwfwGQSHoPZ5LRexHGcbZtX9nDnvlFyRZ9sKhHtL+EJCU/Kxc1C73ShFExrRxUPP3YPQty5URG0dJjrpfzV9sNcfdMegvwkXqY3qlyrzI47T67y7+q+tJ4/RVGUZYb+LZhOs6L2duBsYDvwa+AvRMQHfh+4v8W2LShOaPSmEnUL18Q9pvHc2WJQ9o7WFrXTPWZgRUd/1orafMmKUeekjIc0z1b9OC7S4mG4tcTw/pFqT20QVTo2Bg6FYcnHuUJRYQ9ZJ1AHIk9t+Zj8Ck/tLDm1M3hqobJPrSObrG7F4zy1VtT2pRPTwo+D8JoMZMuFmso2BmRTHrligO8bckWf3rTtCdtMn9r4/WCFefmpVqEU5q0mwnZIsZzaeCGyfFXf3lJgSIbb9DTjqS05URuUHxyUpj9MKfoB+WJAOin0Z5LR/VBzn6FtZ28Z4ju37mP30UlOXDcQXZ+EiM2FjhUm600nKJSC6D6Ih6k73DVOeIInWihqufOr7Ye56rqd5P2AoSQcnihEnsfl/Me4GTpd+dc9lDgyUWCVfpFa9IjIEeBkY8yh8P1fAp8yxgx31DBFUWak038Luo1mc2rfh/XWArwLOBb4MfA04C0ttGvBcYKpJ51oqPpxPBdxNk+t87YV/coeiEXfVvb1hFAIxHM9g6hVTr7kz9hjMS7Ypgqlmssd03NqTUUV25GpIgOZJCt6rUArhx/bY+gPRaILqa4OF44fQ63qx04oxc/lyFSxKqe2cpuetKt+XOmBdIVQhnrT08SfE4nOA1wdftwb9o8tBlZs9qQSJBPSlMCaKlQK84rxSwGphIeIkE545Et+hXfbEYUfxwpopTwvOu7GW/qUt68uFFZZ/diQL/kN5dS6c3rCWhsIsvuoLTZQikU1pBJerNq2mVaputaDFd+3edieQDLhsfvoJH/2n7/l9j0jDR2rsrTQ6r2LG/dQ4vBEAUP5ocSvth/utGnK3Bmi8vvgXwGrOmOKoijK3GjKU2uM+X7s5+3AI0RkFXDUNNLpvotwX8x704mKYkdgvZr7hnMVX9DjurcUq67rRK0xht+/6gaed86mCsEVGAgdcZHwySQTFML2KfF9Oq9hYOx75/WrplDHO1orlPbhUNQOTxbDUNWATMpjLG/Dj/3QU9gfir5I1FYXiirFCkXVy6mtkQucK0331B6dLLKyN03CE4KqwlMA2WRVQaKoUJQ910O9qWmi1nlAB0LvabWntj+TDvdpC0VlUwlSnjftnP3kngN86qcP8IXXPToq+hQdS2zMiSpxWPCDqGVNJgzJjT8IcH1fy+HHZS+089Rmk7b6cbxHbD0iD7g/vaVPZaEo68kdzCTpzyYbqn58QvjUb09YQc89xPBEwurSZdvTSc+GJMc8tS5f2eEbG2LueULKE+47MM4de0e59LzNHDeYmfE4FwoReS7wP8aY+vHYyoIQr96bFMPmtQMVy5XuZqaHEsvJW7vEvdUz/wFSFEXpQpruU1uNMebIYhO0EPfUJqeFoH7qJ9t57ed+E3kenTcqvq3zDLqw5F1HJvnBXQf4+X0HK8RPdW/adNIjnfTIF/2KXEs/MDWr5Dr2j+TYfnCcfMmvEGzxMNxantqHR/P0hp7Pg2N5K2pD0WiMFRwJT/A8G546FuXUVhWKCscJTKUn0I2Z8KR2Tm2xUnD5gWE0V2RlbwpP6oQfu9YxVTm1Lvx4ZW86sicax/cr7K3uU9ubLnsUc0WfnrT11FbnId+0a5hfbT/CrbuHpx1LrqqCc5xCqZwz6vJMJ2tUWS4XiiofWzLcLhvaOFtOdXyduKc2X8tTG+bUppMeA5kk44VSRaGviuMLr9Vxq/tIesKe0FPrTpH11Ep0XYq+fUiTjOWl50oBK3srq7A6Ue+JkEx47Ap74G5a2dEKfd8EVro3InKbiGzpoD3LBq3eu7iJP5RwbYXiy5cD6q1WFEXpPprtU/utmT43xjx3fua0j2JYoCcdViOOMzxV4MhkuTfrYE+ysg1MrDfsWL6EHxh+8+BRwIrIei1jnKc2nbQ5rRVVeas8lvmiHwm02/eM8OyPXgvA005bz/rBbLRefKyCXyn0ckWfkakiF2xdyW8ePMqBsTylePixMfh+ueCRDU8tRtsC9IUe3LigK1SF9gJRjmocY8w0T+3oVBFjbAixJ9ZTawwV3j0n7qLqx4ELPy4iYq+HC6suny/nqa30LBtjc21dSHMpLBTVm06QTHiUggBjTOgZ96Jw7uvuP8wjj7PRV1++fhdnb1lRIdpn8tSmk55t6VOovGdSiek5tUXfkPLKObXu3GerHqRUU9Gn1nlow4JMxRrVjzNJj4FsCmNsPvBAdnqVu/I1T7BhRTby1Lr7MuEJSc+LHsYUfRP+DpU93vmiz8ahHg7HvuC6ezshVhQfCh8EHbMiSzE3SYeo9kRsBTpb/nGZ0A3Ve7VQ1dxZ1Zeu+P2OL18uLFFv9R+IiHtKkQReJyIVKt0Y85H2m6UoitIYzXpqD1e9RoFtwOOBQ601bWEp+lbE2BzByj9OUwUfE+vhGi8IlE1ZIVQslQXo6FSRGx48Athw31zRLwvHqlDQTFghNx+rGAvgB0FdT+2DhycAWDuQYfdRW9nX7X+qwlNbKc5dUaAzNw0BthJyXHwFpiw2wApCl3NZL6cWpntBwQri6vBjV4zKHo/9zPWaXdmXsuHHoac2HurbE1U/riymNTxZIJP06EklpwloZ1N1+LETW9E+w6rEPakEKc8+0PjP3zzE4z74I4wp97C97gH7t/zmXUf5q2/exld+vWvm8OOwbQ6UPbUVHvtQPNcOPw49taGNjRSLiucqF6qiAZynViRsP1W0xcHctayXV+vszaYSbBrqiTy1zrNbrn5crtycTno2NzlW/bj6y20QtvTxPEiG+cNr+tOzCndlaXLh8at55WOPi3LJV/eleeVjj2ubGFAv2/y49LxNZKpSM5ZbS6El6K3eBbwG+KPwtR94aez9HwFv7ph1iqIoDdBsTu1rai0XkX/ECtxFQ9G3uYy1igW5kN6DYQ9XV6kXrOeyGHpqe8MqvCNTRW7YaT21e4enKPqGNf1p8uN5ikHAv/zgPs7asoKCHzCU8MikQlHrV4aJFgMTeSzjguho+Ify5PX97DoySdEP6MskyZcKdcUmlItEnbV5BWCLRdlKwFZMBKFnLxHmdPZnbfjxtfcd4uGwBdBA1NInJpxqtMvpyySnhR9XbBOuF+XF9lhPrR9Yce2EPsT61MY84mA9fv3ZJD1pb4ac2srqx2773ljxKZdTm0xYr+ODhyd5eDRPrliuWHzjrqPkij7/9IP7AFsYKn5NxmoUinL5xz2p6dWZfd96g503OhK1fjl32gnvasEOVkTHBWM+5gGPX498sXxfZZO2HU8+fAjiPP/juRKsmDZEdHyZlMemlT38MhT2UUuf0NNarn5sPbXJ8MFQKcwTrxa1zoPscnIBNnW+ObgJX/XeKwuIq9gYBH7bKzYuUS9b29A2EkvPW22M2dppGxRFUebLvHNqQz4N/GGL9tUWXGubVMKrCNeEsqg4GFYMdhV1wVaoLYXFedb02yI3Dx6e4P4D4wxkk4yGYsdtU/INn7tuB//9270Uw7zLdMKbVv3YFWBy4b5HJ4t89If3USgFHAl7yR67qpexXIlCWEUZqMjbrM6pdUWiTts4iCe2V22xwlNrBUfZU5vizr2jvPwz1/OR/7sXmF4oyv48Xaz2pRPTqh/na9jm8mKHwpzaICwilIwVxYp7Vau96JmkR296Jk9tZfXjsqgNr0cQkItVPy4GJhJzE4VSRVjvu//7Dn5270EAxvP+7IWiQu/F6v40hycqw9CLQVBx3pyn3+WlQlnM18pNfu937uSl//qr6H28UFRFBWrfj0RoNuWFhaLC6sfhuRnLl3jRp3/Jf/x6V8UYbtxsKsHmoR72j+YolIIo/NjziEK2ne3J8H4uhrm7MP2LnauY7YWiGGBj50WtAD8VkVtF5FagF/gf9z62XFlixL1st++bmrZcmR33UOKU9QN86IVnLStBC+qtVhRF6Uaa7VNbj1NatJ+2USzZqr+1wo8nwrxKJ2pd+5lUQkgnPYqBoeAHrB3IsOvIJD+6+wAAl5y+ga/fuBsoh+2WAiuAR6aKFPyAVNKLquO6ME5PyoWiejMJxvIl/vfO/Xz6p9s5f+sqjk4WGMgmWdmbtqK2VC58FBd31cfhRO0xK7Ks6c9wYCxXkVPrwo+90Hs2kElGT5+dCK0ZflxDnPWmk1HbIEeF+C1Vempd9WMneOLhx1GhKN9M86JnkgmyYT9XU5WDDNNFrRO7FTm1YaGodOipdYJ9quAzWfA5fm0fDx2Z5Cu/foiztwzhBwET+VKF2KwO4XX50gBr+jPctOto5BkFe33jIr8cflzuU+uOu1b48d37x7j34bFQoJZb/1R7aguxsPZsKhG29LEPMtyDlv0jOa7fcYQHDk7w/HM3xcR0uTDappU9GGPX9WPhx0mvnINeCkz54YBfFu2rY6I2GV5jP7C52y7UugtE7bur3n+jI1YobWepedmU9rPUvNUi8gzgk8BZxpjRqs9WALcAv2+M+b9O2KcoitIIzRaK+n/Vi4BjgGcAn22VUWGboM9g+98eAt5hjPlyq/YP1nPmKrdWC6dqT63L00wnPFJhoZyiH7Cm334JuubmPQxkkjzlEesjUTsQ89QW/FDUlqw3L5NMRO11wIqPYmDFyGBvBshHPUIPjOWilgED2VTUW9YJkckZ+tTuH7GVj/szSdYPZjkwlqcQCz/2w7DQZKxQFMALH7mZa+87xP7RHP2Z6XmetXJqbfjx9EJVjnyVpzZq6VMjpzYKPw6CaV70bMorF1QqBfgTBf7y6lt5TPhloj9TO6fWPQQo+cb2qU2X+9Q6gThZ8Jkq+Kzpz/C+559JNuVxzpYhXvu533BovECuaAtMlXzDeL7KU1wqe8DX9Gc4PF5g/UC5oFfJNxgz3cNtC5aFfWpj4vK6Bw7x6G2ro3Dd3UenCAw8dGSSE9cNVHiU4wXHCqUg5qlNRPnhNvzYnpt7Hx4D4NB4nq/duJtXXHhceD79qBft5pW9dtzhyYrw42RCovdFP2AgmySV8MIqy9amlTFxMJBN4hubFy1CdK91OvzYGFMtattCo3Ob2J5OHwBeHy76N+AvF2Ol+W6jGwpVKYsf560G2h5CvwC8GfhwtaAFMMaMiMgHgT8BWiZqdS5UFKXVNBt+fGbV6zSgBPxp+GoVHwcKwHrgZcAnReT0Fu6fom/K4cdVHs54Tm064UVevkzolcqXAgJDFH48mivxut/ZxrGreqN9OIFYDKscO09tOilRIaEo9zGVwPetN8ttt/uIrQp7cCzP0ckCK3vTkVA+MlEgnfRIJYSpOrmuAA+P5Vg/mEVEWDeQ4eFR19LHXnYThh97YfjxUF8KEXjzE0/k/ZedyYsv2BKJzXgXmGINUdufKXsPc0Wfa+87FL3vSSVi4cdFPLFiR8SJWiJB6M4HWCFYy1PbE3o0c8WAD/zP3Xz/jof5wV0Hwm3teYlEY6nSU1soWY9iTypB0vOmhR+7IlKPOWE15x67EhGhL5O0ntqSzcXtyySiKtGOyYJPX/gAYE1/hsmCX+ENinsyM8nyPVeRUxvaePOuo7z0X6/ne7fvj86ne8Cy/aAtGhZVlY55msE+PCjG7ivnUU7Hwo/vCwubDGSTXPmzB6JCULliQDa8Dk507jk6FbVcctWPi375gUHSK7f0cXnNK3psEbBsyj7A8f149ePu8NSKSL+IvFJEBmt8tiL8rG8Bhm50brsceD5wNnAW8BzgDQtgz7Kj04WqFKULOQv4wQyf/wg7F7USnQsVRWkpzRaKeuJCGeIIv0heBpxhjBkHrg1bCb0C+MtWjVMsBWH48fSWPs77eXg8T186GYnAdMIjmfAi0etE7VBvitc9bluFqHReMbfuyFQxyuNNJz2Gp8phoj2phC20E8updZ7ag2N5jkwUWD+YjUTt4YkCa/ozJL1yCxqYXijq8Hg+8iYfM5Tl1w8eIRV6isHls5Zb+rzmsdt43Ilr2Lqmj61r+njiKeu4c+/0+l/V4a4AvWH1Y2MMH/m/e7nyZ9v5lxefA9gWPPko/Lhg2/l4QkIk6mHqPHhgBZit3BvUELVelB/7qx1H+c8bHgLg/lCoZZI2rNgJrPg5BiIx2pNKhEWPAnKhPp0KPbWbhiqr8g5kk4yF4cfZpEciIUxUeWonC35klzvne45OIRL2Aw4Mvinn/ZZDeMueWifm73nYHstd+0Z51lnHRPcCwI5DoaitaC9UGRoez6l1ub+ZRLlQ1APhuXrZo4/jUz99gL0jU2xe2RsV0AJ7vwDsGZ6Kwu9dn1p3TUqxhzRFP4iEdjaVoDcM7054EvUi9jyJQq077akF3ghcbIy5qvqD0DPxe8A64B9aNWCTc9urgH80xuwOt/1H4PeBT7XKnuVMJwtVKUoXshaYqUG6AVr21EfnQmWp4NrDuYjKxZyGsBRoVU5tKzkZKBlj7o0tuwV4QisHKbnw40S576bDhdoGxlaCdaI2k/JIeRKJ3oFskgu2ruSy8zYzkE0RBCYSyU6AuvzckaliFNqZSVrR5YRNJuWRK/pW1GbKwhVCT+1EgVM3DEathY5OFkglrYdssk6uK9iWRCeu6wfg5PUDUcXeTKrcp7YUCz/esCLLhhXZin2kYgWcao0TLxRljBVBV/3yQQB2HZ4Mz1OK4TCXdniyyFBvWSTZ6sdUhB8nPSHl2eJD1UI9m0pEfWz/+cc7WD+YIZNMsCv0bKeTHplUIurZW4hyfhPRdQArwm3P1XJY8GSYU+sEsKMvHXpqQ9GXTnoVObXGGCYKJfrCMdYMZKJzMxBWlI5Xcu7PJKN2UUXfkE1VVj/ecciKThcm/NDRci/XsqgtX/fxfImeMM+44MdyapOJKG87Xv3YeXsfe8JqPvXTB9h+cILNK3sr+uNmkgnW9Kd5eDQfbeeFLX3i4cfOU1sKTPQgIZP06EsnI++7DXMHTyS61zYOVd5nHeBFwF/P8PnHgPfRQlFLc3Pb6eFn8fVmjVY5Olnga+GDnpk4OJYnCIKG1p2J0UKJuUYBHp4oYIKA79yyd142zJX5jP/AwXFufHCY8UKJ/nSSR24d4oS1/U3vp5DPk87MrXGA+xsxn/PX6fG7wYZOje/uodHxCXJ+gmecuYHzjl05JztawG6sF/S+Op+fBexp4XhLai4cqYrcapb53IOtoNPjd4MNcxn/gYPj/OK+w5TCv4FHJwr80/fv5aKTVjf992Axz4OtIGN8stnhee9nVlErIj+mwVYXxpgnzdsi6Gd6e6ARYKB6RRG5HBuawrGbNjF+003Wjo0bkVwOjtjesWbTJmRyEo7atjsTK1eSOniALcPDrPZ7YCrD+AMPwMgIpcAg+QJrc+P0FyZZW0jj5dexdvwIW81hVkwkuSO7hnVjhxnccS///qh1mG0DjN9zD0xMcO7UAW5IrmL14b1sO7KH3C23IiZg1ZGD9JQKrHqowN6+9Qwe3EPpdsO2I3tIrz+ZNYf3sWIyx5ahSaCHzSMPk/JLBPeMcaSwgs1H9tC/fYTjju5l58qNrD/wENuODMNIgt3ZtRx7dB/p+33G1+cw27YhDzxA74MPcFx6LWNjJ3Py0V1sO7KHYiKJF2xi25E9ZO+HwQM5jg6sjc4d2Sxm82bk/vsB8HMgJmDr0X0ATCUzFAaSbDti/75l9wckAsO6PdvZdmQvH/i3/6OUg20jDzNxa5614xOsWN9D9uGdjN90E8Xdu1mZ6mP8ppvYcvAhMoMFvHyRLQcPMHVkgtFMH6XhYU44upue7QUmVpfIFnMcM2bby6wY80iMDdjxj8BzHn8qdw8XSdxv7Qn272GwOEnv9nsZv6nIeClLf36SoQfvY9uRPYzuXhG+v5djHj7M3swgBth2ZA+F2zJ4o2P0TybK99L69QxMHGX9/l30pkcY9AYY8A2923czfpOHOeYYchNTbD28h9W7hcmDKQaPTkbnh00bSU2OUrjtFvIlQ6aYZ0OuSObAQcZvuolgYoIV+aIdb7JIulRkdMdDbBsfZ+K2Q4wd3sbe2+9h25E9bBjI8MCeXsbvvZcN+3ex2YN7+9eTPbCPRxTzHJ0qcvToCMHO3Ww7sofN/eOI6WXD2GEGHhSm+sboTXkMHd7PuqRh24HtAOy68VbGx1fSu+MB0onVjN9+OxQKbDuyh4ncSlI79oXn5zbEBKzY9xDjN2VY+/BDsLGfDQd3kwh8pu4IQ50fuIeThncjqTQ7V6xnYOf9HHvoKH27QcwAp47sJXPvHYxnMkysXo3cd1/Ne4+eHvu7/MADzc0gjXEScMcMn98JnNDiMRue28J1R6rW6xcRqc4li8+DG9ZvYsUvf8rIcSfQv28PiUKOw6eczup77iA3tJoglaL34H7+4NSTyG6/j8z1+zl6/Cmsuv8uplavBaDn8EGOnPgIVm6/B+MlGN2ylaEd9zG5dgNesUh2+DCHTzmd67/xY6aSaS584tms3LWdsQ2bSE1OkB0d5uDJp7P23jso9vQysXodQ7sfZHTjFjKjw2TGxzh48un8WWIXE71Z/IeEwb0PMbx5K32HD5Camoy2zw0OUeztY2D/Ho4eezwDD+8hmc9z8OTTufVbP2W4fyWXnLuR/oMPc2TbSQztfhDxfQ4ffzJr7r+byfCYeg8f5NCJp7J6+72YRILhzVv5s8QuhlevInPPHfQMH4nGLGUyjK3fVPeYdhc9HpxMs2H7DnatPIZtiSlK907w0GMu4NyDO8j3D5AfHJr1mH79k1t4cM0WXrUpiI5p7b13MDW0Cj+VmvWY/iwRHtNvfhEd06od9zG+dj2JYnHWY/rFr+/n7o0n8oeDwzNep7X33lHzmP4sYY9pzfU/n/E6zXRMVw4PcuKe+3jM406re51mOqbXbAuPaaff1L3njumrO/JsPLSHRz71gqbuPXdMl28Ij+lApql7r3TrbezP95A6PMnJE0e5d+MJHPrWjRw8eSNrzziZFTsfYDy8TpnR4eh3eAH5DvB3IvJdY8xU/AMR6QXeE67TKpbMXPhPw0Oc+NA9POHsTTPOG/Xux0+Mr+KUh+7hcRcc39C8UX0/fmJ8FafsvpfHXnhyQ/NG9f342YNZtu3bzqMff0ZD80b1MX1pd8CWg7u54EnnNjRvLMRc+Mtf3MX9G0/k8qHRts6F1070cMahg4wfGeOODSdy8fiDjPYOcnB8H49eUWx4LvzhHQd4YN1x/MHQ6IzzRr1jektveEzX/7zpv8Nr772D/9qZYyTbzyvXl5r+O7z23jv4xm6fYiLJi48xTf8dXrXjPv5jn5Dyi7xiWyb6HfXTWcaP2dT0XNiIp/b22M8JbO7DfuD6cNmjsMWivtjAvhphHKjOcxsExqpXNMZcCVwJcP7555v+886rXGHr1sr327bZ7cbGGB5cTal/JeuOGWTylr30n2C/v45MFSkk93OwfyUHWYms6WNgaAUH+1dxaOMgQV+ayQPjHBhYTXDqafSfd6zd90r7hLX4qymCXcOkjz+eHfcUGDv+FMyvf8u+QXtR8yeeRN/wFHsH11M65TR2XDfBeZkUdw2sYyrrc+GJx8LhXexesR4AP9tLbnKSzKmnMHjqenb+zJ6GiS1b2ecfteGlBZ9dK4/h6JZt7Fi1iSP7clx05lnc2reHi085iYGBAR5x8WPYEW7b35tlx6pNjG87mcPmMOlSwLRzF77vOzKJ+dY+dqwqF1FZR4Ld4fvjV63DP3CAdY86hx3bhR2H4XGnrOHa+5PcPbSWg/0HOWOon18ObaT/vPN46OcTbFyRpf+889j3wxHWrxoif+AARzZsY0fJPnToW7OaveuP48jmjSQ2bSGX2slDazZTCgynrVvPivXrInue9ZRzGf31Lv53t630vGLrcQT9eziwcYj+887Fe/AI45kdeKefwY47fY72rGA8M0L6zDMZzj3E+FgOP4AdqzYxuu1kDt1+J+m1a+k/77ToePs25tmxapjBoRXWW9mTYsfEiuic5cfz7Fi1Ce+00+ldu4pNq1PsWGUL0Zy6YoAjU0LwiDMo5Evkf/5rWL+K+yZT9J93Hvmf/ozC6lX0n3ceJlek8O3/ZRcrYNUKdgqkBofY1bOGPeu2cP7ZG/nxPQfpOfEk7hu6j2NWZPFHcjyYWsnmDT3sODRBsqeX4uat7Fg1yqlbN2Bu32/vvVMfQf952xj43g/YO7iOlRsH2XzRoxj4v//lvt719J93Bvtu9ekdzdF/xhkAHPjhCBu9BBPHHs+OVUX6zzmb7O03sn/NZvrPO4+d/3OEE7IZdm/aar3Ex58EP/k1PWecwciDNiIhNVnk8Prj2X50H/ljjye7Z4RDJ54UnTszNlb33qv7vjUINrx4V53P19G6lmeOhue2GusOAuO1iqNUz4NP+6OXT9/b086dtmhs7DQGBtx3yEfWMCG+7NHTPr1mR45iEPD0pz8SuGD65hefMeP2XHwGUxPj9PTVeaJdsb2jPM53d9k88ye/IG5n7F55Uo0UwIpl500fv2LM2sf0ja/fyshEgQfDZs+9YTTMaj/NH1z+otrHUmP/Vw/34AU+F73qUXXGL9tZ2/5ay2r8rtQ5pv8srKE38Hn0qy+JfV77Os3ILNdppmO66qob2bVmJX912aMqP57jMdX+vP4x/cdVN7Jr0yb+6pmPqvl5JY0dEzDrdXr7iO008GBqnO3+FqZKsH/DWdzp9fCL5z4GeMz07Z92LrzlFTXGbQnvA14I3CsiHwPuDpc/AltESoC/b+F4S2Yu/Mynf8nu1Rdy0SvdOs3dj5+/6kZ2rXoUj39p1T1Yd3vHBdH2u9dcyMW/V213Y/fjF666kV3r1vBXL5jpd6D+MX35qhvZvWkzf/XsR9b8vC4tnAu/NrGCLHDhKy+pvW7Nfc5/LvzXz9+AWbURsInhd7EBsL8sj37V+dPGqXdMX7jqRjKBz6Nf/YzpH7dhLvz8VTcSBD6PfnWNe7CBufDzV91o9x79DjT3N+vzV91ICcPT3vQ4u6jid7S5uXDWL23GmD9yLyAPfB441RjzyvB1KvDv2IJRreBeICkiJ8WWnc3MXpWmicKPwxBUR3X/03SynIOaqQr5TSWmnz5X8dZVTJ6stb+UR76qUJTLR4y3gQGisNpVsUJR4Coxy7SqxB/78X2885u3cXSyiDHl/M4VvSmOCUOL4y19SrGc2lrU+iweEux+vuT0Dfz2b57Kr9/5ZD75cntD7x22D3wHe1IUSgHGGEbCnFogllNbeS5d7mYxKIfsDoZ5nZlkuXDXiWt7OWXDAJtXlvMzM0mbs1zd0qc6/LgvnYwqX7tWOxN5WyjKretw1+TQeIGeVIK+TJLxXPl2d3mrLvx4dX9l9V8gHMeFH6cIwjxbV4Ubyjm1jsDYUOHdR6fYPNTDCev6OTSe5/C465+cio7RFYGqrn7scKHA7lg2hAXEtq3tY7sLaS75Fdu48+MKSXkiJGKFolw7omSYm1wuhJXghY/czAvO3UxChFJgC6t5nvCax27lT59yMl3A7diqm/V4Oi2ec2hubruDysIsLZ8Dlbnh+tluXdfP1nX905YrymzE76Fjh8p/193fzHZjjDkAPBa4DStevxm+3gfcCjzOGPNwC4fUuVBZ9NRrA7eY2sP9avthth+cYMehCd7+9Vv51fbDnTZpXjTriXgl8LEaT8g+gU3wnzfGmAngauA9ItInIhcBzwO+0Ir9Owq+bSOTSkqFSIu3yAFb8djloKaTrlBUuaJsNesHbT6lEzPTRG3CI51ITOsn6s5oXFDF+32u7KsUtamELVgUvxKFUsBYrsS+kVzUo3Z1WMwK4JQNAxV2B4aKQlG1SMZyat12+WIQ5do6gZPwhKHeNOsGsvRnbD7lvmFrw2DWirhSYDg6WWRlmFPrxVr6JGOiNpWQ8GFDuZev67GaSXlRleFnnr4OIGo/42x0fYCtfXZ7J4RHQzHam0lEla9dfurRsN1QtkrU9kWiNk82lWAgk6zIqXWFmlyhqFTCi/KG3cONUlAWfe46ukJY7hy7FlMApx1jH0zfd2CMh45OsmllD9vW2GK8d+6zUVuDPeX7wRUYy8f6H7u+twCZZNi2KbTH5U4fv6YvyrGdKvgV26QSHgU/wP16uIcN1Tm1dr1yS59MyuOVj9nKSx99LIlYyyxP4ImnruM5Z2+kC/gs8E4ReV71ByLyfOAd2HYTLaPJue0q4M9EZJOIbAT+HPhcK+1ZzLg/xPc8PNb2P8RL4YuM0lnq3SudrApvjNlpjHkmsAbr0rkQWGOMeaYxZkeLx9K5cAnQyXm4G7j0vE1kqpxbi6k93K+2H+aq63ZGrTMPTxS46rqdi/o6NitqBdvKp5pay+bDm4Ae4ADwFeCNxpiWPJnbdXiS2/eOUSxZYeb6zjqcCHU6L5MsF4pKJxMV1ZJreWo3rLB/lJxncTJfKZLToSexUNF6pbyfuKf29E0rop9X96XpSycJu+/Ylj5eebvedIKCHzCRL+EHJhI+cWEcidqEhydW0PpmZlEbH8O1eyn4Ze+iO4aElPchIqzuSzMWHrsTX2M56wl1fUwTIgSB9RinY+I54QmppFQUVyp7ahOcvG6AK55zGi8534qjLavKXwRcdenqlj69qRqe2oQtcJQL13HFm3qrPKbOC5ovBWRTXtTix+EecjixDeXK2BWe2ipvfMEPKMXOJZSLRT32BNuj9r6Hx9l9dIotq3ojUXv3fhuh5Ty11Ta6+znudXX3sHs44Lz229b0s3dkilzRD6s7xzy1oQfWN2VRmkx4kWgu+kHUWqoUa+mTiT3sScbaK8XvkU5jjPk3Qm+EiNwlIt8MX3djv2x9K1yn1dSc20Tkd0RkPLbep4H/xnpObsfms316AexZdHT6D/Fi/yKjdJ5a91BPKsHbLjmlQxaVMcYcNcb8xhjza2PMURE5VkSuEJGds2/dFDoXLmI6PQ93A6493Oq+NMLiaw939U17yFcVY837AVff1MqacO2l2erHnwX+LQwZ+VW47ELg7dgQ5JZgjDmC7UvWcj74/bu5ffcwmVQirH4sBMaG/Rwaz0fetDX9GQ6M5UNRGw8/Lv8hSienf0l/0QVb2Lyyh1VhiO1Elac2FRNdxRriw4mEom84feMgP7v3IGA9tZ4n9GdsNV1nu6M3nbSe2lBs3bp72B7HQNlTe2ooapMJW8U2MLY37ozhx7ExsqkEozkrmq0Q86Nj8Kr2saovzb6RsqcW4MCYfe+8mCK2AnMQUHFek54XVj8uC3/XViaT8vA84dUXbWNszIq7LWF/YNsKSGxLn8hT68KP7a0+Enpje9OJKPTceWoPhaK2p074MdiKwv2ZJBMFnyCwbWrcNXZjgA37vv9AWdT6gYlscgK0WAooBqaiwnQ2nWAsX+K41b1sXd3Lz+8/xJGJAptX9kRP8Xcetp7VuOd+IDNL+HGiMvx4/WDoqV3bhzG2qnKu5Fd4qZOeFbDOmy8ipMKetGCFejKs6F3d0sfhidS9RzqNMeblYRuJl2KrcQo2l+xvjDFfFZGnGGNm6t04lzFrzm3GmJ9jC6K49wY7r769leMvBWb6Q9yOLxNuDG3joMyV+D10cGqCTUM9vO2SU3j+ud3xYEREUth56vXAk7Hhwp9r5Rg6Fy5uOj0PO5y3uBgEvP3rt7Z9Lr7w+NWLdu6Pp0EMJUsMlyqXL0aaFbVvxz5V+2PKRQP2AR8A/rGFdi0YGwaz/Ggsz/rBrA0/Dr/s/8P/3sMv7j/EBy+zPQs3rMiGorY6/Lj8xbyWp3ZVX5rnnL2Ru0JPaXU4czrm+XVe4bgISHhCNpmg6JeiEFQgEsmD2RRjuZK1xYt7eG1I80Qkam2xwDV9sfDj9YOR3SIS5XXO5EGr8NTG7HTHXigFNUWxC68SKYu4/aHIHepJR8caBDb8OBXz7iU8l6dpIq+jE8aZZKXgdJ+t6EkRGNciKRF5ZJ2XsCdt9x95ajNJ0kmpCD8+PJEP1638tYiL2kwqEb2/9v5DnL91ZeSNr+2ptXYX/SDK3XXbF8PjS1acY/vzMSt6OHvzEFffbJ+YnbJ+gP5Mkv5MkgcP2Txr572GKk9trI1PZHdVTu0xYUSB8/7uODRBvspTax+uWE+tu0dcSx/j2kGFeelF39T21HoShYJ7XeSpdRhjvgp81b0Xkc3Aq0XkAWArtjie0kXE/xDXWt4OFvMXGaU7cPeQV5hi/aqOtfKpQEROwwrZlwNTwCbgOcaY/+moYUrX0Q3zcD1vMaDzcwOs6ktH7YCqly9Wmgo/NsYExpgPGWM2AUPAkDFmU7jMn2XzrmDDYJapYsCRiQLJhERest1Hpjg4lo/yI50ny/apDT21icqQ33QNUetwuZFuf45UQqIv/U6AxkVAyvMiEX36RitCPSkLGOedS1d5avsySQp+EBUwumvfKElPKvIuT90wwNsuOYWnnrbehv424KlNVnhq48dezqmdSdTGPd0HRq1oXBnrU+tyauPeyrj3z3lq3XHEbYizeWVPOUw8MT2nNpNM4Ek5p7YvYz21U0WfUANG4cfVfWorPLUpj7Wh9/uVn/01H/ifuyNPbV+Fp7Yq/Djmqa2XUxsfe8OKLH9/6Zl85y2P4wd/9niedKrNH14/mImKh8XDj/tm89Q6URuOHeXUrrWidvvB8bBPbWVObcm394i77ZMJLwwLN+G5lkj8xgtFOTyvHK7fZY7aCBFJiMilIvIdYAfwAmx424mdtUyphea0zp+lVhxEmR8i8joR+RU2Am8lto/3Nmw7x1aHHStdwnzmgW6Yh5di+Gw7aUUqTbflVc+5ZYUxZtQY09luzXPAfZkfzZWsMAy/re8bnSIwsG/EVh/cMFiuFOzEUiZV5amtUSjK4QofTSs8FebUQjk0uaLibELIhCGuLqx2qDcdCUcniOJFhTyx+8gXg2ifRd+wuj+NxLxjnif84RNPZP1gtpxTO5uojX0WFyvu2It+bU+vm9iyqUR0vK54lat+7IngG1uwKv6AwHpqPYqBiYppxXNqa3Hsqt6KMPFCGArrPL02XNvDD2zIrHsoEC/45KoKV1c/7qsQtQmefdYxfO0PHsPW1b3sHc5F1zi+nRO+5UJRZVHrxG/BDyqqH0NZ1G4c6iGbSnD6xhWcuG4guo7rB7PsHXFVpct29cdEbVRVu4andrCqUFRvOsnagQy7j04xVayqfhxeg7g3P5Ww1YzddUmG0Q6loBzGXe2pjRcT6yZE5BQR+TCwF/gH4GZsCPIrwgd1LS2OorSGpZDT2klRqblwSg0+DfwfsM4Y8xpjzI+NMcFsGymLl/nOA90wD7eiEv1yfsA335zgbvxbMmv4sYjcCjwhLBhwG/bJXU2MMWe10riFwH2ZB8Lqx6HgGrGCZvfRqYr1MslE5L1Kh2G7jkY8tdXVj1OJWPhxKKjiIZ8Jz3py1w5kSCU8VvWlI88mlEWSq8Ts9plOeAyHobWO1bHQ42o8F35szIy5jiJCQsA3lV5Sd3x1PbW9ZU+tO097w/Bj12bIE/AjcRTz1CZs7mbJLws0J8bqeWrf8uSTovDmeEufYiRq7T4LWPEpYr3B8erRtR4yQGVYcU8qQTLhccHWVRyzooeRqULkje/LJCnmChXHOBgVigrIl3ySnkQ5u5GnNv7gIJUgk/QqrnmcDYPZyOYVsfDjbCphQ319n4QIIrawWbTf8J77vQu2sHVNb4X3ecNglr0jueme2vAa+EH5Hkl4gh/z1LrcbuepTSe8ivsp4ZULRUkXhR+LyM+BM4BvAL9njPlpuPwvOmqYMiuLPac1/kUgKe0Pmeu2XDhj/I7kwikVfAJ4I/B0EfkC8BVjzMEO26QsIPOdB7phHp5v+Gyn52JnQyfnQZcGMWPP+Dp0y9+SOI3k1H4D258W4OsLaEtbcB5YKIsnKOde7gn7xK2v8NSGHsBUIurZCbVzauP7hrKntj9sA5NOelHOpsvvrA75TCe9yDO5biBTIUDKntpy6LSr+HtkIk+ceJGoaqJ2OkGlqKqFEzK1cmqLflAzrHRVf9lT6wSV84JH1Y+92pWkExXhx415ah9xzCCPCHOQMxV9asP9Rw8B/MjzWu+4qz21mWTChjT7QcW1WtmX4t6Hx5nIl6KHEe6xwrnHruSEtX2csNZOEqXA5pxmkl5FPrLLS3X0pBIcsyJbVwCui92/8fDjdEKsmC8G9ljDvOTo8/AabBrq4QXnbq7Y54YVWR44OE5gKkOvXV5zYMr3SCrhUQyCiocF6fBa5Ut+hZcW3DV21Y9rHlKneAzwceDKVlVWV9rHYs5p7fQXgW4oDtINXyaVMsaYt4jIW4HLgNcBHxKRH2IjV2o/YVUWNa2YBzo9D1963iauum5nxXzajLe403PxYp8HW5FX7UT9ZL7ARR/40bwL5s0qao0x767182Jl3WBZ6KVjhaIczlPr+s1mUuUc13TCoyRlUVurT63DhTU7L97agYwVtQmPoVCgHQrDXStCPj3hpY8+NhKvb7z4hAqh4JZnkh6JcAybG+xxdKIYjXVwLM+aGZ5WeWJb6ZRmKRRl9+9R8CsFizv2QimoEGUO10oomyyL2r3DUwz1pqJzHq+MG/d6J8O84omJUjmnNnbcs9GXSUZe8Pj+3UMAJ1rjdosQeUCrc2rB5qIemShUXKsVPWmGJ4tMFEqR99dx8voBfvjnF0feY9vSp9wCB8pe/FRMXL/6oq2MVnnc42yI3b/xQlFRf14/wPMk6ikbfT7DA5hjVmT5yT0HgOpQeCtg4yHqSc8V8DLhey8Sv/lSQKbq3CU9oVgKc2q7K/z4AmxBlGtF5EFsL8SvdNQiZVnQaVHZDcVBOv1lUpmOMaaAnQO/IiJbsfPjWcB1IvI/wNeMMf/ZQROVFtIN88B8ma+3uNNz8WKfB1vpKQfrVHzH1bcBzFnYNpVTKyKeiHix9xtE5PUi8tg5jd4BMskEq8LQzuq2OAB7jk6G4Z/paH3nHYwLErv9DFWDqzy1a8PCQamkF7W0ORiJ2sq+nq98zNbIm/a8czbx9DOOiT534cephBeJIRfS7LzNp6y3rXtW988kam0V22CWnFooezTjXtJ05Kk1NavauvOXTZVziPcN5yr65iY8iSr1Vntqs8kEuaIf5W66ar2rG/hlibfccX1qk55EDxqcpzYuJuOhvNWeWruNXRYPFR/qTTE8WWAiX6ooEhXH3V+lwHkyE9G5mwpFbVxcP/GUdTzvnPq/zPHw+binNmoVFebUprxyvngqbOFUj/WD2XJBrbg33it7at01dn1qK8K6XU5tYbqn1hOJrmE3hR8bY242xvwhcAzwEeC5wEPYOfFZItId5UiVJUenC6x0Wy7cGcf0TFuutBcR6RWRj4vIHhE5gO1u8c/AccDvYavAX9VBE5UW0w3zQCu48PjVfOiFZ/FvrzqfD73wrKbEYKfn4sU+D873Hqol6qeKPh/+/j1ztqnZQlHfAf4IQET6gRuADwM/FZFXztmKNrNuwN6wzsMZZzRnvW7xHM6+dIIT1vZx8vr+yj61M3i/nIhweZprQw9bOlEWzIfGCnhS6fGN778WUfXjWHshJ2gcJ0eidrbwYxsW27CorRLfYMO2a50GJ6gzyXKhqLF8qcIm66mdLmqTnpBNeeSK5erHp2wY4Ht/8js85oTZJywXrj1RKFH0A0TKbYKgXKgpLiZdDjBM71Nr91nuk+tY2ZuiFBgOjOXpzUzfBsotkcqezHIed+SpbSIutyL8OFYoKh0WIMuXAvwgIBELT68Xsu04JiaU48WlkgkvyqmNe2qBqChUvC3WeL5UcX7sPsotfWaLCOgExpicMeYLxpgnAo/Azmd/CuwPvROK0lI6/WVyvsVBWkGnv0wq03g38Grsd7z/AJ4KfDLsePEdY8wLgC0dtE9pMd0wD3SaTs/Fi30enO89FBf1q2JyZW+YBjoXmu1Tez7lBtiXAqPYsu8vA97KInmSt34gw90PT1R8IY/Tm06ysi9F0hNW9KRIJjx++OcXA/DAwfuj9WbKqXWfuTBY56lNxzy1h8bzJBPlMGKon+fpiHtqnSir9iCfusGK2jUziVoBE7bTmS0s1NlUK6e2Xp/bVX3l8O244F4T8x57YSEimF4oqiedYKrox6oXC6duKPftnQnXtmY8X6Lgm6gvrzsO53WNn7OVfWk4NAHUCT92ntrYZ67f7t7hqbqe2kTcU1uVU+u8+LNd8zgb6ubU2tzvKE835pmeLWQ77v2tvMYSVqCOe2rtv1NFP3ofta8qlKYJ6PiDi+6KPp6OMeZ+4C9F5J3As4HXdtgkZQkSD5kL8iVWd6DAynyKg7SC+ebCKS3nUuB1xpj/ABCRLwK/EJGEa9dojDnQSQOV1tPpeaDTdHouXgrz4HzyquuFL28c6qmxdmM0K2r7geHw56cB3zTGFEXkR9iiK4uCdQNlr2l1j9Cpok9POsFANsU1f3gRJ1YlQFfkKc6YUxuGH4df/p2YSyc8+jNJm5sYGPqSXoWoqZWfGmcw7qmNwo+lwpZHbVvFu597Opecvr7uflz4sd9goSioDL2taMFTw9O4oieFiCsUVd4uXpE5IUQ9VSv71FqBZsOPy7mbjeLCiyfy1lPrbHXntjc9vVCUezKWjj0siOO8vxWiNnw4sefoFGdsWlHTFjeGbeljw49TVcJwptZQ1awdyET5v85r7/aRTjhPranwTM8qamNCuaJQlGcLQMVD1J3neapQw1ObK02rTp2MVT/uspzauoRf4v4rfCkzkPQ8VmRSFPyAgh/gm7rF8ZUY+mWy88JeqWAL8HP3xhjzaxEpARuxaRnKDKQTHsf0Z2dfsc62PmZe2wNz3h5gzBQZmMf282W+52A+vOCsTbzgrE2MjY0xMDDQ9rHFhw9//x6O5CdJZHptoaSz2i9qO3EPXHb2Jt5x9W1MFX3Whzq2J5XgbZecMud9NitqdwEXich/A5cAvxsuXwVMztmKNlMRfhwTS8ev7eOOvaNRTmUtoRIXVzN5ap0IMMZ5Z8Nw3JT1Gg71pjg0Xgg9tZVeypmIwo8T8ZxJj3QiUbHOqx67dcb9uJY+cS9cPZxN1bm/0bHW2D7hCSt70xV9aqEyzzfhSZQgnvC8SKzF++7GczcbZSAUoGO5EoVSEG07zVMbs2tVLAe4Fk4ox8Nz3TWdKPgVvWzjRKLWhR/HWhyVC0U1LmpTCY/VfRlGpuy946oyZxIu/Nin6BuSXllsVrcoqqaep9YVgPJN+TjcvRoJ8liY81i+FD0wcnieRA8uZrvPlMWHAL2pBL3hfVMKTCRwVeQqM7HchX2XkQCqXSYlmv+OqChKEzz/3E08/9zOiOpO44pBffj79+DnJ9k01LPw1Y+r+AjwBWAc2An8LFz+eOC2OVvRZlxl41SsIu7K3hTrBjLcQe3wU0ejhaJcuGspMGQSHs8+6xhEyl6xod40h8YLpGLhmzB7KOqxq3rxxAoRN77tt1verj87+2X1vDD8eI6FouKCvp4H7sUXbOGUDQMVXt14SLRIrDKu2HGMsct7UgkKfkCuaPvgNlNkqOyp9RnNFaMqwakqT21cTLo2Q711wojdw4R4vm28l2yt4lJQFoGlsI9rNhUPPy6H8DbDhhUZ8qGoTIcFwlKu+rHLqfXK99VMEQXW9iQrelKMTBWntZdynlovFhUA5ZzauHg+NJZn6+q+in3H7+dZghCUJYANey+LXD8w5FXkKkq3I8AXRSTeFzAL/KuIRA4LY8xz226ZoihLllaL+qZErTHm0yJyIzZU5f+MMS4Q/AHgr+dtTZtYPzA91HRNfyYmbOqL2iiPNczTnIlkIhS1Keupfdmjj4s+c219kl6Vp3YWr92J6wa4+a+fxoreVCSG0gkvSnZPJWTWwkAQhh8bg2+aCD+OCZ6K8OM65+HtTz8VKPfjhcqc2kSsMm7CE+vJC3flxprIl5ry0kI5VHg8X2R4slg+11GhqETFeyhXVa5VJMpuMz38eEVM1NbLqY0/3MgVfVb2piIP8ZTLqW1S7W0YzLJ/xH73SCc9yJd7FY/nS+WcWhd+PIun1u3TitrK9lKlMEQ9Eat+DHFPbfl3aDRX4vEnranYbzxfXD21y4+EJ/TOIHIVRekKPl9j2RfbboXSFNfcvIebdw1T8IOW9PhUlMVO06ElxpgbsFWP48u+0zKL2sDGMNyyN1Nur7KmPxMJm3reOqAij3U2rEANalZJdqGrttBO3Ds2+36dmIrCj5PlnNp6YbDVJMLwYz+YvVCU82jWKhQFzOrpzVSEH8dyamMtfeKFnOJjjeWKTYXnQlzU+oxMxTy1VS194mLSPdCo56V33u+Klj49ZYE+03l3Dzemij7ZVDmntlaf2kZ4winromNKRw8zrKf28LjNqY3fV4309t2wIss9D49N61Pru0JRVdWPpwrxlj7l34nnVrUjit/6KmqVapGb9fMM9GWo9t9WO3RN7P8VP83g+G3EJzxeStEf/h5PW7/mDpr3NM+0RaqYpD9W8C1+XNO3M3aZmb5fE21jYj/H1zPROY1/Xqyad2s50qddmxoGqP99cWOMeU2nbVCa45qb9/COq2+LHg62osenoix2mha1IvIm4A+xVY/PMMZsF5G/AHYYY77aagMXgq2re/ncay7gwuNXsyOseLu6P92gpzb8At+AUIg8qTXWXVmnV+5sArFi/5HQKIeA9jcoakUgMKZu9eI4tTy18XDn2WyOi/p4n1kRm2sKNvw4vh8nLsfzpabDc6Pqx7kio1NFNq+0GehuP701+tSu6rPXo56ntlwoKuatTtp2TzandoaQdc+j5Ns+rj2pmfvUNsIrLjyOV1x4XGSD+zeTtCHbtk2T13ChKCi39an0xtvt8yU/EqfTqx+X770nn7p+Win6pHpqlRkQsakF0+6MmrdK6++fVMKbsTXbQlNMJioelLWbMT/NQG/9KvnzwdQJNa9eOhYU6I/ZYKr/P4OIdxLbYAW5CcW7CccvL69+b8JUl/kcoaJ0jg9//57o77DD9fhUUassV5oStSLyJ9iWPh8EPhD7aC/wZmBeolZE3oztlXYm8BVjzKvns7+ZuPiUdUDZM1rpqZ1B1MaKM82GW7eWqB2KvK2VT8ob2W+0/5iXzo3RqKhNeEIQGAIzuygti6O5eWo9z3rzir6Z5ql1haA8kYrcWdfvdCxXalr0OYE5UbCe2hVR+HHoqY3Cj+17kbLnvN61f/oZGxjPl1hbVQhpqDfNRGFqRu9+ImHDrF1l7fnm1MaJRG14DxTC6sdJr9yDuZFw9PWDTtRWemoB8qWgHH4c3tO5WKEo56V+4SM3T9tvXMhqTq2iLB/qpedUL3Vz/8xrtZ5rbt7D7btHMcbnhR+7jrdecgrPO2cjxkBQTxxXCeOgpkfdEYssmMGV7auyVuZAvV6e8+nxqSiLnWY9tX8A/L4x5jsi8t7Y8puA01tgz17gvdjKynNvVNQE7ov/2oEMK3tdXmX905KK5bHOxkyFesrhx81VP65pSyz8uFFRa/uHlvNZZyJZw1MbP/5GPHBWWPlRSyKwIdBlUVuugGzHcuHHpabDczNJ6w0dy5UYjovacD9RS5+YJ9OJ2XqVgjev7OVPnnLytOVDvSn2DE/N6Km1rXHi4ccuB7UYjT9X3HVIh1WVXZ/aeKGoTJ2KznGedvp69o1MRVWgrd3OUxuUW/qE52w87L+cSXpcdMJqrnrto/idqnxaqLyfmyn2pSiKslDEQzdTng3d/Kurb0OwoZuJNohqx1gpP/tKilLFxqEe9tQQsPPp8dkJXF6wMb7mBSvzptlv08cBt9dYXqQFItQYc7Ux5hrg8Hz31SgD2RRJTzh2VW8UOtmIp3a2irJARSGnapyATlXl1DYTflwWGuUQ0EZzakWs57SRMROROKrtqZ2t0BTY87W6L1MhbDzP5vWCe1pf3pcLPx7LF5v21IINQT4wmsMPzDRRG7X0ieUKu0JPM137WjiP+2x52MWwknM8p/bBMPR981BvU2PGcfdhKiFkUralT8kPqjy1s5+/0zeu4EMvPLsiv9ptny/60T3gCj8NT9ruDwPZFMmEx+NPXltTtMYfeGj4saIo3cBMoZuK0i6coLtl9zAXfeBHXHPznoa3fdslp0yrATLfHp/tpl5ecDPnQVHiNOup3Q6ch23nE+eZwF0tsagJRORy4HKALVu2MDY21tB2ExMT0c8p4L/ecD6bV2bZdcQ+9fJMqe6+ioUcAAkxs47nnFTJGutmxHq6xBjyuXKL3/zkJGMUaYSgFK4X+ARFKzKyCRo7DyYgV7Dbl4qFGbeRsMi1Hx57xdiAMcGsYyY9WNmTrFjPj+2jkM/jAR72XAVF+/R6bKrIyt5Uzf3Hr2M1PSmPnYfHAciIb7c34ZeYkj3eQt5e73RC8Av25ySzH0uc/tAL6gV2n7VsSohhZCIXrldifHycpCfsHcnhCfQnik2NGScp9qlAITdJWgLGciVyhSKeCLkpe195xp/xXNWjFF6DXKFEf9pjbGyMYt4ex8GR8AlxMcfYWP371S+VWx8WclPTjnMudimKosyHeIjmqgw8PDV9uaIsJLWiBZop9BTv8bl3eIqNLejx2W40L1hpNc2K2n8APiYivdikl8eIyCuAvwDaXj3PGHMlcCXA+eefb5rpcRRf9/Tw55N6+jj32CEefeL6uv2SBvvtF/1MKjlrT6VUmMvYk0lPW/eY1eF+0kkGB8qN54dWDDAQq4Y5E309YRXnbIYV/dbbN9SXbajXUyqZIAhDrHqzM2+TSdnbZLC/P2rz0tebjT5PJ2c/F9lUkrUreirWy2bKoa69vVmSSY+k5zEwMMCqFXaiG8/7bKjaLk7d69STZv+oFVQbVg0wMDBATzjeupWDDAwMsGLAirHedJL1q4bsdg2eP8eaQRugsHrFQLRd9fbpVJJcOG8P9dtjSSc9SgWfY1b0sGpoRcPjVdOTsffKqqFBNqzspxQYJgqGNQMphgatHf09Wfr6+pruATbQa++pgm9Ih/e7u/9HCzYked2qFTOGFfdmy/dJb19vTRuWW8NxRVE6y1IJ3VQWL60QdK7H52JFHy4praapuE5jzL8DVwB/D/QCXwB+H1sk6rqZthWRn4iIqfO6dm7mt5ZsKsE333QRF2xdVXedmfJkm1k3Hn7cTJ/aOG67dELmFH5caDD82IVRJzyJhaEKbrNGQqafdtp6nvqIdRXLqkNT4z17XW5rKWxP0yz9mQT7R61XcbCnsgWSCzFOxsKPsylbaGmwwQcKDncd+2YIW054wljOeuZddWV3vY5dNffQYyiHFqc8L7LlwFgurIjdeE5tLdx5z8Vyat2yoxMF+jPJWfNk4/fGbFW2FUVR2sFSCN1UFjfVgq7W8qVOvYdI+nBJmStNf9s1xvyrMeY4YB2wAbgAeCRw7yzbXWyMkTqvx83J+g4Qrzg8G6lYEZ9qhmK9ZuN9WJsrFFWj+nG20T61UCw1WiiqnLfphHpCKgXubLzr2afxisdsrbQhtp2IFcnVObXx8ZuhP5PEDxN2XU6tE3lO+Ec5p6kEIsKXX/9oXvXYrdN3NgON5tSOhUWhnFh3Y29ZNb/JO5204tXzJMoJPzpZtFW1m6h+XNPuWE6tF1U/DkXtZIGBBu61+DXWnFpFUbqB55+7ifdfeiabhnoQYNNQD++/9MxF7fVSFhcq6PThktJ6GlJAIjIEfBx4GrYo1AeAjwJ/jQ09vgt47XyNEZFkaFMCSIhIFigZY0rz3XeraKb6cVRgaZZCUYmYkG2k6FK0bsJ5z+ItfRoTMJ7YNjNARXGgWkQ9SmOeVM+TUKSYpopbVdtQ/rly/3HvYmoOntq4x7rc0sdVP3bCMvQKh+fu/Bk89PXYNNSDJ7CmP113nWRCODoZemrDCdz1gN2ycn6e2nSsSNjKWI/YhCekEx7ZlMeq3ua8zw5XdTpfCso9kcOxjk4WOXl9tu62cTscc3g2oSiKsiC40M2xsTFNgVDaztsuOYV3XH1bRQjychN08bxgPz/JpkWYF6x0F43m1P498Hjg88DTgX8Cngr0Ac80xvy0Rfa8C/jb2PuXA+/Ghjx3BXGv5WyUW+5M/zbvQl6TnhfzfjbX9sR5eOPhx/2ZxgSMF6t+PJuQLnunY95ZKYvSuXrgKnqYhp7fcvug+Xlq417EFbHw44QnUchuMuapnSuXnL6B//3TJ7BusL7AS3re9PDjpPPUzlPUJssPNCra8SRsm6dv/9HvsHllD8VYMbJGceenFJjowYe7Pn5gGvLUJtVTqyiKoigVqKCz6MMlpZU0KmqfBbzGGPMDEfkEcD/wgDHmT1ppjDHmCrpIwNZiJqFajRNj9VqqDPWkScaEYrOta+ItfdwYM/VLjeN5UHDhx7OIjaSU7XMtXSrza5syOyK+nYSi1u0zHpKSmkMfV9evN+FJ9PM5W4bYdWQyenAQCeh59In1POHEdf0zrpP0hMmCfRrbMy38eH6i9tHbVlMKw6xX9cc9tXb/zrZibvq2sxEPhU9E90B52WADorbiwcUcPfqKoiiKstRQQacoraVRUbsRuBPAGLNdRHLAvy6YVV1MMzm1yVkE8BsvPoFjV/WWPbVNful3+08lPU5a389LHrWFx56wpqFtmwk/jsKcY55UL1Yoai6e1OpxPSH01JbPb8IT/MBEYbDN4MKPB7PlYkbVlQLdNczOw1PbCHEh2Oqc2sseuZnLHrkZsMWq0gmPgh80FcZej1SN/snxa91Ile74saumVRRFURRFURaCRkWtBxXNU32g+XjGJUBU0bgRUTtLpWRXlMgVEWpWiMQLRWWSCd5/6VkNb9tU+HHMI1wOP5aK/Nq5UF39OJ3wSCVjAjDpMVHw51j92N7aLvS4Fm6/2TlWB26U+AMQF36cTgjZlMfa/ky9zZpGRFjZl+Lh0XxLvKIVgjS6B8rLtFCUoiiKoiiK0g00KmoF+KKI5MP3WeBfRaRC2BpjnttK47qRmSoaV+O8uunEzJ5A5/1qVryVBXbzYsHzJKp+PHuhqHLo6fRCUTa/di7Ew549D956ySkVIck96UQoaucefryit34Bp5TXHk9tXNjFw4+3rOxtKoe6EVb2pnl4ND+n4lrVpCrCj+2/8WvRkKgVFbWKoiiKoijKwtKoqP181fsvttqQxUIU8tsCT231PpNNfulvxpZqPIFiGH48e6GocJxYUaukJ5EYTrQk/Fh41LbK6sOuFc1cwo9da6PGPLULHH4cOz9O1D7zzGMIjGn5WK6tTys8tfH7qrpQFDQWfqyeWkVRFEVRFGWhaUjUGmNes9CGLBZSXjM5tY15dWsV4WmEZBO21BrThR/PJjaSMfvivWmd3XMuFDWLF8+FBc/l+PqaCT+eR6GoRogLQRd+/NrHbVuQsVxbn7nmOceJ7yNZU9Q2GX6sLX0URVEURVGUBUC/ZjZJuThTAy19XM/VWUSTK7rUbE5tuU9t8x4wEVuECWb36sXHicKPpVLgzoX4ZrVErROAcwk/HohEbX3hlU54vPqxW3niqeua3n8zxK/PbPfCfFndUk/t9MrFleHH6qlVFEVRFEVROk+j4cdKiBMomRZUP65Y1/OaFiJRfu8cw4/LY8887jmbB3nyqetIxwtFeYLTKHPuU1tV/biarAs/noNob8RTKyJc8dzTm953s5SrLHstz6GtZmWv89S2olBULPy4qg0SNO+p1ZY+iqIoiqIoykKgorZJ0gmPs7cM8YhjBmddNzFLn9rKdaVpj2QzRatqjeeYrVDUY49fxSVnHweURU3cUztXARW3oZbYc7mucwmlbaT6cbuo1Xt3oWhlTm2yhiCNe52dN7zRfaimVRRFURRFURYCFbVNIiL81x9e1NC6zsPYaPufZgtFnbFxkLc+7eSGe9PGiXtXE02MWyundq4tfSpzaqd/Xu7p2vz+N6zI8swzN3DRic2fm1bj7G+HqC3n1La4UJSUi4U5Ggs/nr4PRVEURVEURWklKmoXEOdhbMSTmkhI84WiEh5vftJJc7Itri+a8eq5Y0p4ZTHbjChuxgZXKGouOcOphMcnXvbIOdnVatyxZdNt8NS68OO5Vu+KkayRU+uFYefGNBp+XP5ZRa2iKIqiKIqyEGihqAWk2ZzaVnjXGmWuuY5lT60XeVfnGuraaPjxXKofdxPuQcBiCz9O1ah+HF/emKj1Yj+rqFUURVEURVFaz+JWC12OEwKu3+ps67bzS39F+PFcRK1ItI9WiNpau+hZMqK2/Tm1rSkUVTvvOpmw3tq+dAOiVuIPLuZtkqIoiqIoiqJMY3GrhS6n0T614ApFte9b/1zDj8thqJX5tXPBq8ipnSH8eJF7+Nx90NOG8OM1/Wmeetp6HnncynnvqyL8OHZ9kp7Qn0k2lEut1Y/LiMgqEfmmiEyIyE4ReekM614hIkURGY+9jm+nvYqiKK1G50FFURYKzaldQJwYa6hQVELaG348x0JRyZinNt6zdi7MLmrn3qe2m3CForJt8NQmEx7/+srzW7KvePhxpafWa9jrrH1qK/g4UADWA+cA3xGRW4wxd9RZ/z+NMS9vl3GKoihtQOdBRVEWhMWtFrqcZnJqE157Re28w489ifJg5x5+HLOnximaT/XjbqKdLX1aiedJOW+6ylPbSD4tVOdNt9S8RYWI9AGXAX9tjBk3xlwLfAt4RWctUxRFaQ86DyqKspB0jadWRDLAJ4CnAKuAB4B3GGP+p6OGzYNUE31qV/am29pTNS4i5xZ+LDituXDhx3PvU9tNuJzgxSZqwXplC6Wg4gFEKuHNSdTOtUr2EuFkoGSMuTe27BbgCTNs8xwROQLsAz5mjPlkrZVE5HLgcoAtW7YwNjbWkEETExMNrVcP3/cBGh5vIWyYLzp+Z8fvBhuW+/htZsHmQejMXKjz4NKwQcdfGuN3jajF2vIQdnLbBTwT+KqInGmMebCThs0V94W+EU/tJ192HoXc5EKbFFHpqW18u0SN8OPWFIqqn1O7ZDy1bcipbTUpTygwvYpxIz1qoTIfepmHH/cDo1XLRoCBOut/FbgSeBh4NPANERk2xnylekVjzJXhupx//vlmYKDeLqfTzLrVJBKJee+jFdvPFx2/s+N3gw3Lffw2smDzIHRmLtR5cOnYoOMv/vG7xgVmjJkwxlxhjHnQGBMYY74N7AC6o9noHDh/60qedOq6qCLtTKwbzLbXU1shahu/DZK1wo9bklM7/fNscmlVP25HTm2rSSXLfYkdZ25ewVmbVzS0fcWDiyVcKEpEfiIips7rWmAcGKzabBCo+XjfGHOnMWavMcY3xlwH/AvwwoU9isa55uY93LxrmOt3HOGiD/yIa27e02mTFEXpMDoP6jyoKJ2kmzy1FYjIemyoSr3iAR0Lu2uUbSsS/Mtlp5KbnCDXwPrtdP/7pWL089TkBGNjQd1143YFgQ21yU1NQvhzsZifU+hNIV8+K5OTk0zbhV+w+y/U3n+nwyVqUcsmv2iPwzOleYUozYe5nivnJC8WCpHtH3jOSUBj4Va5qXL0weTEOF6pcsrpxms4F4wxF8/0eZhLlhSRk4wx94WLz2aG+a16CKArngpcc/Me3nH1bRR8O2fsGZ7iHVffBsDzz93USdMURekgOg/qPKgonaQrRa2IpIAvAZ83xtxdb71Ohd0tJO2yK5Mpe48HB/oZGOidcX1nV086HW2TTlnPcl9Pz5zs7usdL++/v4+Bgf6Kz1cOWkE00Ndbd//deB2rberr7QFgRd/czlOrmMvY6WQCKNLbk53T9oO58vePFYMD9NbobduN17DVGGMmRORq4D0i8nps1c/nAY+ttb6IPA/4GTAMXAC8Bfirthg7Cx/+/j1MFf2KZVNFnw9//x79MqcoSl10HlQUZSFpW1xnA2Epbj0P+AK25Pub22XfcsOrqGbb+G3gQkg9kfLPcy4UVf65Vl5uOfy4Kx7Mzhln/2LMqXUVvOecNz1LMbBlxpuAHuAA8BXgja6NhYj8joiMx9Z9MXA/NizvKuCDxpjPt9nemuwdnmpquaIoSgydBxVFWRDa5qmdLSwFQGyS5mew/cueaYwpzrKJMkcqcx0b3y6eU1ur3UszeLMUEdo41IMnsGFFdk777xZczvKizKkNbZ+rINU+tWWMMUeA59f57OfYIiru/UvaZFbTbBzqYU+NL24bh3o6YI2iKIsJnQcVRVkouq0CzyeBRwDPMcbo464FJK4vmvHUVlQ/jvrUzs2GuBiupXe2runjlr99GqdvbKwoUbcSeWoXoah1ntq59lCuFLUtMUnpMG+75JRp93JPKsHbLjmlQxYpiqK0F50HFaX76JqcWhE5DngDkAf2S1nlvMEY86WOGbZEqah+3IQHLRmFHJc9rc1UT47TiBev0dYx3Yx7aLAoRa3z1M5RkcbF8FxDmJXuwuWLffj797B3eIqNQz287ZJTNI9MUZRlg86DitJ9dI2oNcbspEuq2i0HKnId59Kn1pu/pzauY5dyaOqi7lObKHvm50JcyMoSvsbLjeefu0m/vCmKsqzReVBRuotuCz9W2oQ33/BjTyIx3JJ8yyV8J2bCXq+LUdQmE65P7fyusTppFUVRFEVRlIViCUsJZSZkjp7aZCyn1pOywJ0Ly6Uy7mNOWM27nvUIzt481GlTmqYcbj4/Uauhx4qiKIqiKMpC0TXhx0p7iYuMZkJLXf5swpNoH3MtIjRb9eOlQjaV4PW/c3ynzZgTKeepnac3XkOPFUVRFEVRlIVCPbXLlNl6xNbD5c96sZzauQpSr8JTO6ddKAvMvPvUxjz7iqIoiqIoirIQqKhdpoiUcx2b8aKlw/zQpCfRdnMXPNPtUbqLpDfPnNrYfaYoiqIoiqIoC4GGHy9T5prr+PxzNrF2IENvOlnhtZ0L6qntfqLqx3PtRTzPnFxFURRFURRFmQ311C5TnMZoVtSuG8zygnM3V2w715zairxeFT1dicupnWuIuYjNvV7KOdOKoiiKoihKZ1FRu0yJKhfPQ2zMdx/eMql+vJiZb04t2PtDH1ooiqIoiqIoC4WK2mXKfNvxxPfRivBj1bTdScqbX/VjCHsa6/VVFEVRFEVRFggVtcuUuYYfx5lvD9L4duqp7U5a4qnV8GNFURRFURRlAVFRu0yZryCF+Xt748WHVPR0J1GfWhW1iqIoiqIoSpeionaZMt92PHbb8N95FBFyaHhqd5JsQfViDT9WFEVRFEVRFhIVtcuUlhaKmmcPU2myV67SPpKJFuXUqqpVFEVRFEVRFggVtcuU+faYjW8735xaDU3tXlItyKlNavixoiiKoiiKsoCoqF2mOM/oXHvMQtl7N1fB40Wids4mKAtM0ptfn1q3rbb0URRFURRFURaKrhK1IvJFEdknIqMicq+IvL7TNi1V5tuOJ77tXAWPG1pDj7uXVlQ/TiZEWzYpiqIoiqIoC0ZXiVrg/cBWY8wg8FzgvSLyyA7btCRx4cfz8dTOty2Q8/SqE697aUX4cUJkXjm5iqIoiqIoijITXSVqjTF3GGPy7m34OqGDJi1ZIk/tfAoAzTOEOcrJVcHTtbjwY23poyiKoiiKonQryU4bUI2IfAJ4NdAD3Ax8d4Z1LwcuB9iyZQtjY2MNjTExMTFvOxeCdtqVz+UAEGNmPW/17CoVCwBMTU4wlvKbtmFqsmhtEBq+do3Y1Um60SaYu11+/BqPBXMc3UCd+6xbz5eiKIqiKIqyeOg6UWuMeZOI/BHwGOBiID/DulcCVwKcf/75ZmBgoOFxmlm3nbTLrr7ecQDSqURDY9Zap6cnC8DgwAADA9mmbQgSVtR6InM+7m68jt1oE8zNrhX9vQCsXDHAwEDPnMZNJxMzjt+t50tRFEVRFEVZHLQt/FhEfiIips7r2vi6xhjfGHMtsBl4Y7tsXE64aNJ5FYqK9jHH7VvQVkhZWC45YwMfvOxMjlkxN0ELNjxdqx8riqIoiqIoC0XbPLXGmIvnsFkSzaldEFqRz+pFObVzU7Xap7b7WdGT4kUXHDuvfXieEJgWGaQoiqIoiqIoVXRNoSgRWSciLxaRfhFJiMglwEuAH3batqWIN88eswAnruvn+DV99GUS87JBRe3SJumJVrhWFEVRFEVRFoxuyqk12FDjT2HF9k7gT4wx3+qoVUuU+bbjAbj4lHVcfMq6edigLX2WA54ICb3GiqIoiqIoygLRNaLWGHMQeEKn7VguROHHHVSUGn68PHjBuZsoafyxoiiKoiiKskB0jahV2ksrwo/nb0Plv8rS5MWPml9OrqIoiqIoiqLMRNfk1CrtJQo/7qCXVEQQsf8qiqIoiqIoiqLMBRW1y5REF3hqnR1zbQmkKIqiKIqiKIqicmKZIl0iaj1POuotVhRFURRFURRlcaOidpkS5bN2g6dWRa2iKIqiKIqiKHNERe0yxXlok5321AqoplUURVEURVEUZa6oqF2mROHHHVaUnqeeWkVRFEVRFEVR5o6K2mVK14Qfq6hVFEVRFEVRFGUeqKhdpnRL+LGtfqyiVlEURVEURVGUuaGidpnivKOdFpQigmpaZTkgIm8WkRtEJC8in2tg/T8Vkf0iMioinxWRTBvMVBRFWTB0HlQUZaFQUbtM8bokpzbhoeHHynJhL/Be4LOzrSgilwB/CTwZOA44Hnj3glqnKIqy8Og8qCjKgqCidpnihVe+031qE+qpVZYJxpirjTHXAIcbWP1VwGeMMXcYY44Cfwe8egHNUxRFWXB0HlQUZaFIdtoApTNEntpOt/TxJKrErChKxOnAf8Xe3wKsF5HVxpiKL4MicjlwOcCWLVsYGxtraICJiYkWmTp3Om2Djq/3wHIfv8tpeB6ExTsXLvfxu8EGHX9pjK+idpniRG2nC0V56qlVlFr0AyOx9+7nAao8HMaYK4ErAc4//3wzMDDQ8CDNrLtQdNoGHV/vgeU+fhfT8DwIi3suXO7jd4MNOv7iH1/Dj5cp3dTSp9PeYkWZLyLyExExdV7XzmGX48Bg7L37uTHXg6IoSpvReVBRlE7StaJWRE4SkZyIfLHTtixFuqVQlCdo+LGy6DHGXGyMkTqvx81hl3cAZ8fenw08XCvkTlEUpRvQeVBRlE7StaIW+Djwm04bsVRx3tFOe0kTnoYfK8sDEUmKSBZIAAkRyYpIvRSQq4DXichpIjIEvAv4XHssVRRFWRh0HlQUZaHoSlErIi8GhoEfdtiUJYtzjnZa1NqcWlW1yrLgXcAUtkXFy8Of3wUgIseKyLiIHAtgjPke8CHgx8AuYCfwt50wWlEUpYXoPKgoyoLQdYWiRGQQeA/wJOD1s6y7KCvd1aOddk1N5gAoFQuznrcFtcsEBIHf8LWL043XsRttArWrGzDGXAFcUeezXdiiKPFlHwE+suCGKYqitAmdBxVFWSi6TtRi+5B9xhize7Zcy8Vc6a4e7bJr0qQA6O3JNjTmQtmVSiZJp1Jz3n83XsdutAnULkVRFEVRFGVp0tbw49kq44nIOcBTgH9qp13LkSj8uMOhv1tW9bB5ZU9HbVAURVEURVEUZfHSVk+tMebimT4XkT8BtgK7Qi9tP7aQwGnGmPMW2r7lRFT9uMM5tR9/qV5WRVEURVEURVHmTreFH18J/Efs/VuxIveNHbFmCTOQTXLc6l6OX9vXUTu0nY+iKIqiKIqiKPOhq0StMWYSmHTvRWQcyBljDnbOqqVJJpngp297YqfNUBRFURRFURRFmRddJWqrCavkKYqiKIqiKIqiKEpNurJPraIoiqIoiqIoiqI0gopaRVEURVEURVEUZdGiolZRFEVRFEVRFEVZtKioVRRFURRFURRFURYtKmoVRVEURVEURVGURYuKWkVRFEVRFEVRFGXRIsaYTtvQEkTkILCzwdXXAIcW0Jy5onY1Rzfa1Y02weK36zhjzNqFNmaxswjnwU7boOPrPbCYxtd5sEEW2Vy43MfvBht0/MU1fs25cMmI2mYQkRuMMed32o5q1K7m6Ea7utEmULuU6XTDue+0DTq+3gPLfXyl89dguY/fDTbo+EtjfA0/VhRFURRFURRFURYtKmoVRVEURVEURVGURctyFbVXdtqAOqhdzdGNdnWjTaB2KdPphnPfaRt0/M7TaRuW+/hK56/Bch8fOm+Djr8Exl+WObWKoiiKoiiKoijK0mC5emoVRVEURVEURVGUJYCKWkVRFEVRFEVRFGXRoqJWmRERkU7boChK6xCRVSLyTRGZEJGdIvLSNo+fEZHPhGOPichvReQZ7bQhZstJIpITkS92YOwXi8hd4XV4QER+p41jbxWR74rIURHZLyIfE5HkAo73ZhG5QUTyIvK5qs+eLCJ3i8ikiPxYRI5r1/gicqGI/J+IHBGRgyLyNRE5ptXjz2RD1Tp/IyJGRJ6yEDYolXRyLtR5sGJ8nQtZHnPhQs+Dy0LUisjTROTd4Wtrp+2phYhsWMhfpHmQiL/pFpEbTkSrO23HbIjIsvgdmw/xe6pb7q8lzseBArAeeBnwSRE5vY3jJ4GHgCcAK4B3AV/t0Nz8ceA37R5URJ4KfBB4DTAAPB7Y3kYTPgEcAI4BzsFeizct4Hh7gfcCn40vFJE1wNXAXwOrgBuA/2zX+MBKbIGSrcBxwBjw7wsw/kw2ACAiJwC/C+xboPGV6XRyLlz28yDoXOhYRnPhgs6DS/4Lt4g8HfgoMAysA34hIk/vJrEhIs8Gvoq9qboGEbkE+A8R+YCI/CGA6YLKYiLyLOBLQE+nbamFiBwrIqtFpNcYE3TaHoeInCUiGzptRw02iEhaRLLGGNNNv5tLDRHpAy4D/toYM26MuRb4FvCKdtlgjJkwxlxhjHnQGBMYY74N7AAe2S4bwHoHsH8XftjOcUPeDbzHGPOr8BzsMcbsaeP424CvGmNyxpj9wPeABfsyb4y52hhzDXC46qNLgTuMMV8zxuSAK4CzReTUdoxvjPmfcOxRY8wk8DHgolaOPZsNMT4O/AVWZCkLTKfnQp0HI3QutCyLuXCh58Hl8OXxEuCfjTH/ZIx5I/AB4O+AJ3fWLEsoHN8BvM8Yc7DT9jhE5EnAp4DvArcDfy0iH4993hGPWni+/hb4G2PM7hqfd9TTFwru/wX+H/BLETm3k/Y4woc73yT24KTT5yq04ZnAd7BPCP9LRDYZY4JusG2JcjJQMsbcG1t2Cwv4R3w2RGQ91q472jjmIPAe4M/aNWZs7ARwPrBWRO4Xkd1hyFs7H9L9M/BiEekVkU3AM7Bf5trN6dj7D7Bf9IEH6Nz9+HjaeB86ROR3gbwx5rvtHnsZ01Vz4XKbB8PxdS4ss+znwlbMg8tB1PrARvfGGPNR4AvA50RkS6eMEstpwP8A7zfGfF9EtojI60XklaF46yQnAB81xnzWGPNF4GzgmSLyMeiMx1ZENgPfBv7NGPNDEdkoIm8VkT8XkVd2yq6YfadgJ8g/wD7t/SZwVSjcOvkg4NnAO4HfN8bcJSIp91GH7ToT+CTwNuwf1ruBm0TkTPXYLhj9wGjVshFs2FfbCe/FLwGfN8bc3cah/w74TK0HY21gPZACXgj8Djbk7Vxs+GG7+Bn2y9IosBsb6nZNG8d39GPvvzgduR9F5Czgb7DzUTvHHQD+Hvjjdo6rdM9cuEznQdC5MM6yngtbNQ8uhy+N/wm8UURe5BYYY/4f1gN5WaeMMpY7Q/uuCAXul7BPrZ4C/KWIXNpuu0TEefJ6gJfE7H0YuBC4VERe3wG7HgccAj4M/F4o+q8GNgNrgXeIyBvbbVcVeeA6Y8xPwjCaK4B/A/4hJtTaJiDDBycDwNeAB4wxPxKRY4EPishHgPeIyMoOPghIAT8wxvzQGLPdGPPH2PP1AxE5Rj22C8I4MFi1bBCbP9NWwocWX8CGGb25jeOeg51j/6ldY1YxFf77UWPMPmPMIeAjwDPbMXh43r+HnT/7gDXYCI4PtmP8KrrifhSRE7EPmP/YGPPzdo6NDTP8gjHmwTaPu9zplntvuc6DoHNhnG65Hzs1F15BC+bBJS9qjTG/Ad4CvD0ubLE5BOlO2CQiF4nIW0TkJcaYl2BDDm4HvmKM+QPgj4Abscna7bTrWcAHRCSDzUPeKSL/4jxmobB9N/bpWjvtegr2adonjDF/BdyD9dh+3hjzJ8aYv8SGSh/bTrtq4ANPEJGXuwXGmH/BTpifEZFMOwVk+OBkDHg6cJmIvA/4DPbhwG7sdfw76VyBshHgWeF9B4Ax5p1YEf4JEUl3Qw73EuNeICkiJ8WWnU37w4wEey+uBy4zxhTbOPzF2GIYu0RkP/BW7O/HTe0Y3BhzFPv7F7+323mfr8LOlR8zxuSNMYexBUHa8kWyijuw9x8Q5TmeQHtDMI8DfgD8nTHmC+0aN8aTgbeIrby6H9iCLRj0Fx2wZTnR8blwOc+DoHNhFct9LmzJPLjkRW3IV7Eevo+LyAdF5L3Ym/bb7TYk/AL/CeB47ARypTHmdcDzjDGfBDDGjAAlbEW8toSHisjTsBXJvhr+chvsE7w+bOK2Yx1wUrtCQ0O7PhS++kKh84fAc9z5ChkCetvt2RORE8Iw6HXGmIewuSnvEpHnx1Z7P3Afttphu+zaKCL9IrLKGPNT4NnY3O2fGGP+3hjzEWxhiIwxptRGux4ttnR8whjzADbE5S0icnFstSuBI8YYLZjSYsI8nauxXvo+EbkIeB7WU9BOPgk8Avt7PDXbyi3mSuyXhXPC16ewed3tTPn4d+CPRGRdGB3zp7Tp71HoDdmBjWBKisgQ8Crg1oUaMxwni62mnxCRbPgw7ZvAGSJyWfj53wC3tjoEs974YnPofoT9UvupVo7ZqA3YL3NnUL4f9wJvoPLvrtJiumQuXO7zIOhcuKzmwgWfB40xy+aFjdV/J/A+4PQOjH8BNm/wnPD9hdiiQkNV670M6709uU12PRZbieyp4fv12CTx54evj2M9yR/CJq6f1ia7ngLcD1wQvr8V+Mca670cuBk4tc3X81nYp71fCO18Cla4vjp8/+pwvVeF13NVm+x6OnAd8B/AfwHbwuUbAYmt9/vY8PdsfPkC2nUJVtyfG1u2BSu2f4B9sAPwWuAXwGA7r+dyeWGfTl8DTAC7gJe2efzjsE/jc9iQK/d6WYfOxxXAF9s8Zgr7cHMY2I8tLJdt4/jnAD8BjmIjN74KrF/gc2yqXleEnz0l/Ls4Fdq0tV3jY4sOmqr7cLzd56BqvQeBp7Tzflyur07OhToPRuPqXLiM5sKFngcl3FhpAyJyNvBYE/MwisgvgXcYY34itljAk7Ai8rnG5ty2w65TsKLi3dhfpKuwISEZrOh4avgCuNkYc0+b7LoYKBhjrgvfPxt4HfBmY8ye8Hw9GfgX4FJjTDvDNI7H5h28Ibx2f4gNG/8bY8xXReR52OiAG7AhJS8yxtzeBruejs1JeQMwiT1f9xpj/llExIS/8CLyOmwvtle247yJbSr/PuDPjTE/FtvuaFJs9UMPK2Tfg70PH4O9/xf8fCmKoiiKoiiLn07l0i1LjDG3iMh2sNXujM2fGMU+EQHrHR0GnmDa2KfLGHOP2Aq912CFxzuMMZ8VW+7988DTjDFfaZc9Mbt+Ajb8OhRjd2N7ij0aGzZUAq4HntTO8xUyBfwmFLRijPm4iIwC7xORg8aY/xKR64EA6wV9eKENEpFerJf/fSZM8A9F7tlgc2xFJI19Mvl64FULLWjDcPAUVrDuDQXtscB7RcTHPin/c2PMp0Xke9gHKePGmL0LaZeiKIqiKIqydFguObVdg7GFe6CcDJ8HDorIZdjcy30dEGgYY24DngO81xjz2XDZKHCEDj/8cN5FY8z92KIKbxOR9cZytBPnCxsydL6I/GnMvi9gC2x9LMxl3W+MOdAOQRuOP4kNIfm/WM7zzVSWhBdjzK+BZ7XDExpeowLwe8BGEfks8JXQrq9gH1R8VkSGjDE7jTH3qqBVFEVRFEVRmkFFbYcw5eI8R4F/wOYVvsYYs6uDNt1pbB9fAEKhfR42v7Fb+A7WQ7ut3QOLyKNcpURjq/ZdDvy+iLw2ttrHgd/Sxgp+VXZtD4V0EH7svKEu5PijYZGmI+2yK/Rk78C20LoQ+G9jzD8ZY/4XG+q+h3Jpf0VRFEVRFEVpChW1HUJCgJOAxwEvbmdO6EyEpr0WWw355caY7Z22yRHacjNwoJ3jhmG8vwK+LLaPF8aYn2E9o38hIm8Lc3xfjg33bYt3O2bXV0TkhNhyVwXaBx4Ic3zfCPyLMcZvo11fxlZYJBS2jwH+MbbqedjecJmFtklRFEVRFEVZmmihqA4jIi8A7uumojihIHoCNhS6LUWhGiFe6KjN4/Zgy99fgy3kdRbWq35/+PlF2HL4dwCnAy9pU1GoarvOBF7r7IrZ9iNs7vEb21QUqpZdrzPG3Fe13puwBaIWPLdXURRFURRFWbqoqFWUBhCRY7C9U/MichU2/Pl1xph7w8/TWO9snzHmYAft2gq8PmbXidgqzc9vc3Xo2ezajO3R905jzIL1hFMURVEURVGWPipqFaVBqlriOGH7dOCV2L5q/9Qldm0FngG8AugBPh0WkeoWu14K9AGfNMb8f/buOzyKqgvg8O8khCRAQiiCEqlSRQQEFUQFREVBBUEFFRV7FxuCn6igKCCoIAqKomLDilFBFAVp9gIiKCIqLXQpSSAJKff7Y3bDZrOb7GZnW3Le58kDOzs7c2Z3M5kz995zc0Mdl1JKKaWUqlg0qVXKDyIS4yzCJCJTgYuxKlj3M8as1LiiIy6lIoWIvArUNcacF+5YlFIqXPRcqAKlhaKU8oMxptBlupzvsLocnxvuBE3jUkoppZRSlZUmtUr5yZGopWDN63uGMeb3MIcEaFxKVTQicreIrBKRAyKSLiIvOX6XXNe5RkQ2ichBEflERG4REePyfEMR+UhE9jjWWSsig0N+MEopVU56LlS+CMm0I0pVNMaYfSJypTHmULhjcaVxKVWhFAJ3Av8AjYGpjp8rAESkK/AS1jznH2JVrX/cbRvTgASgJ5ABtApB3EopZSc9F6oy6ZhapZRSKkz8GUfmmP/5IyDR0QNiNlDLGHOOyzozgOuNMeJ4vAr4wBgzJigHoJRSNtBzoQqUdj9WSimlIpCInCEiX4jIFhHJBOYAVYEjHau0Bn5we9n3bo+nAKNE5FsRGSsinYIbtVJK2UvPhcoXmtQqpZRSEUZEGgPzgD+wqoZ3Aq5xPF3V1+0YY2ZiTT/2CtAS+EZERtsarFJKBYmeC5WvNKlVSimlIk9nrAu2u4wx3xpj1gEN3NZZC5zotuwk9w0ZY7YYY2YYYy4BHgJuCEbASikVBHouVD7RQlFKKaVUeCWLSAe3ZX9h3Xi+U0TmAF2wCqW4egZYLiLDgTTgdOBC1xVEZAowH1gHJAPnAFqBXCkVifRcqMpNW2qVUkqp8DoNWOH28xAwDLgb68LrOuBe1xcZY74FrgfuAFYB/YEJQI7LajFYVUJ/B74AdgBXBe1IlFKq/PRcqMpNqx8rpZRSFYSIPA2caYxpF+5YlFIqXPRcWPlo92OllFIqSjm6230BZAFnAjcB/wtrUEopFWJ6LlTaUquUUkpFKRF5B+gB1AT+BV4Aphj9466UqkT0XKg0qVVKKaWUUkopFbW0UJRSSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSW0FJyIXiYhxeTxURLLCFMtcEXk1HPsONRFpIiJGRDqXsk5nxzpNbN73qyIy185tKlXRichoEVldxjrPisjiIOzbiMhF5XxtD8fr6wayjlJKhZov592KKJzX4hWZJrVh4Eg6jOMnT0T+EZFJIlI9BLt/B2jm68oiskFE7g1iPM79DBCRAhFp5OX570XkLZv21cPl/Tci8p+ILBKRbnZs32EzcBSw0sZtKlUpuZ0z80Vkk4hMF5FaNu5mEtDdxu1Fkm+wzkf/+bJyIEm2Uir8RKS+iDwtIn+JSI6I7BSRb0TkdhGpEe74XITsvCsiKY5r7X9E5JDjPXlbRFoHsm6o6Hm5bJrUhs+XWBcZzYBRwC1Yv9wliEgVERE7dmqMyTbG7LRjWzb7BNgNXO3+hIgcB5wEvGTzPttifQY9gF3APBGpZ8eGjTEFxpjtxph8O7anlCo6ZzYBrgPOB6bZtXFjTJYxxqekL9oYYw45zkem7LVDS0Tiwh2DUhWJo/fXL8A5wIPACcDJwONAL+CCsAXnJlTnXccN0G+BvsAwoDnW+1Ad+FFETizPuiqyaFIbPrmOi4zNxpi3gDeB/nC4O4aje8LfQC5QXURqisgMxx2jTBFZ4t69VUSuFJGNInLQ0QW1vtvzJbo8iEgfR0totqPV8hMRSXB0s2sMTHS2kri85hTH/g+KSLqj1STZ5flqjtaVLBHZISL/K+3NMMbkAa8BQz0k8NcC/wBfObZ9uoh859j2fhH5wZH4+mun4zP4DRgL1MQ68TuP4VgRmed4r3eKyGwROdLl+XYislBEMhyx/CoiPR3Pleh+LCLniMhax13TZUBL12C8fDbFug2KSB1HHFscn9caESlxI8BtG3a9X0qFk/OcucUYswCr18nZriuIyNUi8rvjd2ydiNwlIjEuz9/oWJ4jIrtF5HMRqeJ4rlg3OBGJddyp3+v4mQzEuu1vsYg867asWPd/x+/9Msc29jj22aa0AxWRhxzn8VwR2S4ir/nw/rR3nMcPishPInKCy/bczyM1ReR1x3ktR6zWiDsdz21wvOw9x2s2uGznRhFZL1bLxXoRud4t7paOvws5IvKnWH9bskRkqON553nxUrF6x2QDN/pyXnO819NF5EnH+7hLRIaJSLyIPCci+8Rqwb/Ch/dKqYpsOlAIdDbGvG2M+d0Y868xZq4xpj8w27miiNwtIqtE5IBY13IviUiKy/O+XJd4PZ84nvfnvHuiiCxwrJchIstFpKvb/o2I3CAi7zni/kdEhpTxnjwGNAJ6GWM+McZsMsZ8B/QD/gJeESm69vRn3RKc75mInO9y3F+JSKm9JEs7v5Z2XlaHaVIbObIB1zvWTYHLgIuB9liJ7TwgFTgP6AgsBRaJyFEAInIy8CowA+iA1fr5SGk7FZFzgI+BL4BOQE9gCdZ3YwCwxbGNoxw/iEg7YIHjde0d63UAXnbZ9CTgLGAg1p3BjsDpZbwHM7FaYc5wia8qMAR42RhjHCfCj4Dljn2fDEwGCsrYtlciUg0Y6niY51h2FNb7uxqrlfhMoAbwkRy+SH4L2OZ4vgMwGsjxso+GQBrW+9wBmAo8UY5wE7DuwJ6H1dI8BXhBRHp52a/t75dS4ea4ODgHx++rY9n1WC0RDwFtgHuAEVi9YBDrBtNzwBigFdZ56bNSdnMPcD1wI9AVK6G9vBzhVsf6nTsJq1fIfuATx7nN07ENBO51xN0C63f9Bx/2Mw4YidUq8x/wZikXXmOBdo5ttwKuAdIdzzlbIa7HOuef6IjrQuBZx7Ech3XumSYi5zuejwE+BPKBLljn1IeBeC+xTgOOxTov+npeuxzIxDqPjXfEkgasAzoDs4CXnH8TlapsRKQO0Bt4zhhzwNM6bj02CoE7sX7vLsM6T031c7dezyflOO8mAa8DpzliWQl86jguVw9hXdu0x7rB+bJ4H74WAwwG3jTGbHV9zhhTCDyJdfzH+7NuKccA1nnvYazeh86/H3O8nZPLOr/i5bys3Bhj9CfEP1iJ51yXxydhdb19x/F4NNbFWn2Xdc4AsoBEt22tBO5z/P8t4Au351/CcQ5zPB4KZLk8/hp4u5RYNwD3ui17DZjptqwDYIB6WMlfLnC5y/M1gH3Aq2W8N8uBt1weX4x1kdTA8bi2Yz/dA3j/ezi2keX4KXQ8/hGIc6zzCLDQ7XW1HOud5HicAVzlZR9NHOt2djx+HOvCS1zWGeVYp4mnz8Yt1rqlHM/bwEuevl92vF/6oz/h/nF8p/Mdv6/Zju+0Ae5yWWcTcIXb6+4Efnf8fwBWQpnkZR+jgdUuj7cCD7g8jnH8Di92WbYYeNZDrHNLOZbqWDeVTnVZZoCLHP+/G/jTeS7y4b1xniN6uyzr5lh2tNs6dR2PP8a6Uehtm0XxuCz72v01jmNd7vh/b8dnlOry/CmObQ11PHaeF+/x4bjcz2uLgW9dHgvWsJGPXZbFAYfcY9cf/aksP1g3fAxwodvyLRy+5nm+lNefg3X9FuN4PJQyrktKO5/4e9718LxgNR4McVlmgHEuj6sAB13XcdtGfdz+Xrg939Hx/CX+rFtKzEMd63RzWdYY67x/pqf3tazzq8tx67mtlB9tqQ2fcxzdE3Kw+u4vBW53eX6LMWaHy+NOQDVgl+N1WY4uIccBxzjWaePYliv3x+46Agv9jL0TMMQtjq8dzx3j+Knqum9jTBbwmw/bfgm40KX7yzXAZ8Zxx8wYswfrF/1zsboG3+3t7pwPemK1alwK/IuVoDpbfjoBp7sd42aXYwR4CqtVYJGIPCClFxBoA3xnHGcmh7I+mxLE6hL5gKO70H+OuAZgdZUpweb3S6lwWop188zZkvAp8AyAiBwBNMRq3XP9nR3P4d/XL4CNwL8i8qaIXCUiSZ52JCI1se6Gu57DCoHv/Q1aRI4RkbdE5G8RyQB2YCXI3n4P38NqufxXRGaKyMUi4qm1090ql/87Wxi81QiYDgwSa8jEJBHxpVBLGw6f552WY7W2ArQGthpj0l2e/xHrpqG7n1wf+HFeKzpGx7l0Jy5/Vxzn7714P26lKqvTsM6fP2CdXwAQkTNE5Auxuv5nAnOwrt+O9LgVz0o7n/h83nXEU09EXnB0292P1TOjHqWfC/KxbnAF+nt/yN91xRoq4fybM9/l+UJcetgYYzZinZePxbOyzq/KB5rUho/zAq0VkGCMGWCKF3By7zYSg3Ux1MHtpzVWIYBQisFKPl3jaI/VVW5lgNt+D6uV+jJHl92zcSsQZYy5Gutu5FKswft/ikjvcuzrX2PMOmPMO1hdY+a4XDzGYHX37uD20wKY64hjNIe7z50CrBKRa8oRh1Mh1l1JV+5FVO7F6hY5EasbTwfH/j12ZXTEadf7pVQ4HTTGrDfG/GaMuQPrJp/z3Of8W3YTxX9fj8PqKoYxJhPrJtYlWK269wNrRaRBADH58js7FzgCqxvzyVg3EvPx8jtrjNmM9XfhRqzeIE8CP0vZ1fHzXP7vvHnm8W+8MWY+VsvBJKAuVpG8V8rYvjem7FVKcP/75ut5Lc/tsfGyTK9tVGW1Hut3oNhNdmONqV2P1aIJgIg0xrrO+QOrV1wnrIYEOPy7V+Y5rrTzSTnOu7OwutbehXVd1QGrldmXc4G33/tdWDe7vCWIzuXr/FwXoA+H/95c5yGmQNmxjUpDT/zh47xA2+jSOliaX7C6RRQ6Xuf640yG/8Aay+TK/bG7FVgXEd4cwq04iiOWth7iWG+MyQb+xjrhFO3bcUFWZnEiY40BmY1VHGoo1gmmxJyrxphfjTETjDE9sLqlXVXWtsvwOtaJ+lbH41+wLoY3ejjGTJc4/jLGPGOM6Ys1Jtj9pOb0B3Cy23gK989mF1BNXApuYZ0oXZ0KfGKMed0YsxLrvW5JGYLwfikVbmOAESLSwNGrZStwjKfzkvMFxph8Y8wiY8z9WGOiqmONAyvGGLMfq8ub6zlMsFqJXe3CUWvARXuX19TBurh83BjzpTHmD6wxY1VKOzBjTI4xZp4x5i6sC7y2WF2KbWOM2e04jwzFOt9e5XJTL4+S5/0/PMRwKvC74/9rgQZuF6ud8e06o1znNaVUccaqJLwAuE3KnrqnM1ayeJcx5ltjzDrAPdn05bqk1POJr+ddh1OBqY7z3xqsltqAxsg7etm8jdVYUuz4HGNo7wF+MlZBLZ/XdWzb9RrRtZdKDC5/Lxw95BpgnUc9Kev8Cp7Py8qFJrXR40usrgkfici5ItJURLqKyBgROc2xzjPAmSJyv4i0EKtwyoVlbPcx4GIRGStWtd+2YlUMreZ4fgNwmoikiqPSHTABOElEnheRjiLSXETOE5EXoKir8UxggoicJSJtsYpI+frLOBPrzt5dwCzjMi2O47jHi1V9ubFY1YaPx/GL74hzrViD7n3mOJFNBkY6EvDnsKohvyMiJ4tIMxE5U6zq00kikihWxc0eYlX0PJmSJyBXz2ONJ5ssIq3EmmvsJrd1vsdqwRjneE8H4ihy42Id0EtEThWru/OzWEXFPCrr/VIqWhljFmN9j0c5Fj0M3Oc4f7USkePEqgZ/P4DjHDXMcc5qjFUUJQnvFxlTHNu7SERaYZ0f3C+uFgHnisgFjn0+hdUN2mkvVr2E6x2/092xzgVep/oSq3LmdWJVV2+KVWgkD6vqpi1E5BER6e/4O9EGq6vvP8aYXMcqG7DOM0fK4bmAJwJXiMitjtfdjlW4yVnw7gusscCzRKS9iHTBGqKRT9mtDX6d15RSpboF6/r+Z7EqjR8rVmXyS7FuujkLRf7lWO9Ox7XCpVh1CFyVeV1S2vmkHOfddVjD244Va+qct/GvW7A3D2ANIftSrKrEDR3nqDSsc81V5VzXm3ys672uItIBqwV6Dda1vCdlnV/B83lZubJjYK7++PdD2YVERuNh4DzWiWAKVleMQ1i/dG9jtU4417kaq4tHNjAfuI1SCkU5ll0A/IxVHGA31qD/BMdzXYBfsar6um6nM1YFuwysE95vwCMuz1fHKiiVhTXu6UGsFtdXfXyPVmFdCLV0W14fa8xHuiPeTVi/9M4CT01wKUziZds98FB8yRHzHuB/jsctgPexLkyzsS7YpmLd2ayKVZhrgyOOrVhVp5Pd4ujssv2+jm3kYN2guByXQlGOdfphndSzgc+xKj+7FmSo5Tj+TMf7+gRWFdHFnr5fZb1f+qM/0fCDl3Mm1gVSLtDY8fhSrF4WOY7f2+XAYMdzp2JNC/af4/drNXC1y7ZGU7xQVBXgaawCd/scv/vT3X7X4rBugO12/IxxjxWryN9qR0yrsQoqZbmeoyheKKo/1ljefVjn1h+B80p5b3rgdj5zP/+4r4N10bYGqyviHqzxyW1cXn8+1gVvHrDBZflNWN0b8xz/Xu8WS0usYQ65WOe687D+Vg3yFJfL63w5ry2mZFGu1cBot2XbgdvC/Z3VH/0J5w/WmNgpjt/TXMc550es7r9JLuvdgXV9kI1VX+US/L8u8Xo+wf/zbnusRNrZ6+8K999z1/Oly7INuBU19fCe1MIazvEvh2+2rcWluF151vXw2qGO97uf4zyaizWrSHP3ddxeV9b51eN5WX8O/4jjjVJKKaWUso2ItMeqs9DZGPNzmMNRSqkijh59b2N1v55m47pDsW7AldX9W9lMux8rpZRSKmAicqGInO3oytgTq9X6V6zWc6WUihjGmA+xWj/rSsl5cMu9rgqfUotVKKWUUkr5KAmr5kJDrO7fi7FaNrRLmFIq4hhjFmAV1rJ1XRUe2v1YKaWUUkoppVTU0u7HSimllFJKKaWilia1SimllFJKKaWiVoUZU1u3bl3TpEkTv15TWFhITEz05fXRGHc0xgwadyiVFvPPP/+82xhzRIhDijrlOQ+6i8bvTqAq4zGDHne00fOg7zydC6Phc9cY7aEx2iNSY/R2LqwwSW2TJk346aef/HpNZmYmSUlJQYooeKIx7miMGTTuUCotZhHZGOJwolJ5zoPuovG7E6jKeMygxx1t9DzoO0/nwmj43DVGe2iM9ojUGL2dCyMv/VZKKaWUUkoppXykSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqailSa1SSimllFJKqahVYaofK6UiV9qKdCZ+/idb92XTICWR4b1b0b9jarjDUkoppZRSFYAmtUqpoEpbkc79c34jO68AgPR92dw/5zcATWyVUkoppVTANKlVYaUteBXfxM//LEponbLzCpj4+Z/6WSullFJKVTb//QciULu2bZuMyKRWRN4AegHVge3AE8aYl8IblbKbtuBVDlv3Zfu1XClljyYj55X6fP1Ew45s8fjchvF9gxGSUkqpyi4zE4YPh2bNYNQo2zYbqYWixgFNjDHJwAXAWBHpFOaYlM1Ka8FTFUeDlES/liullFJKqQooNxf+9z8wBoYNs3XTEZnUGmPWGGNynQ8dP8eEMSQVBNqCVzkM792KxLjYYssS42IZ3rtVmCJSSimllFIht3w57NwJEydCUpKtm47I7scAIjINGAokAiuATz2scwNwA0DDhg3JzMz0ax8HDhwIOM5wiMa4PcV8ZHI82zJyPS7397MMlmh8ryGy4u7VPJmH+zRnylcb2J6Ry5HJ8Qzr2YRezZOLfc6RFLNSSimllLKJMVBYCL16wcknQ40atu8iYpNaY8wtInI70BXoAZTIfowxM4AZAJ07dzZJ5cj4y/OaSBCNcbvHPOLcNsXG1ILVgjfi3DYRdXyRFIs/IinuwV2TGNy1eZnrRVLMoVBa/QAR6QU8BzQCvgeGGmM2hitWpZRSSqlyefFF2LULHnggKAktRGj3YydjTIExZjlwNHBzuONR9urfMZVxA9qRmpKIAKkpiYwb0E6LRKnKxGP9ABGpC8wBHgRqAz8B74QvTKWUUkqpcnjvPXj3XejdO6i7idiWWjdV0DG1FVL/jqmaxKpKyxizxvUhh+sHdALWGGPeAxCR0cBuEWltjFkb8kCVUipMdEYMpaLYl1/C9OlWC23nzkHdVcQltSJSDzgDmAtkA2cClzp+lFKqQvFSP+Ax4FfnOsaYAyLyN9AWWOv2+oBqC7irjGObK+ox1080pT5fJ97785FS1yAYKurnXYGNA641xuSKSGtgsYisMMb8HO7AlFKlMAY+/hhuu80aSxtkEZfUYrVU3Aw8j9U9eiNwpzHm47BGpZRSQeClfkANYJfbqvuBEoOO7agt4K6yjW2GinnM3uag9WWdivh+uKrox1eRlNKjRZNapSLVwYNQrRo89RRUCU26GXFJrTFmF9A93HEopVSoGGMKgOUiMgTrpl4WkOy2WjJQcZvPlFLKCztmxIiGFnqN0R4aoz3KG6Ns2kT8yJEc+t//KDzuOJuj8i7iklqllKrEnPUD1gBXOReKSHWX5UopVanYNSNGNLTQa4z20Bjt4XeMO3fCI49Ahw7EnXQSxMYGJzAPIrr6sVJKVVQiUk9EBotIDRGJFZHeWLUDFgIfAseJyEARSQAeAlZpkSilVGWlM2IoFeEyM+G+++DII2HUqJAmtKBJrVJKhYuzfsAWYC8wCUf9AMcwjIFYBaP2AicDg8MVqFJKRRCdEUOpSLR5MyQnw2OPQXx8yHev3Y+VUioMyqofYIz5EmgduoiUUiqy6IwYSkWB/HyrlfbYY2HKFJCyixQGgya1ym9pK9KZ+PmfbN2XTYOURIb3bqVzzSqllFLKbjojhlKRzBgYPx7S02HatLAltKBJrfJT2op07p/zG9l5BQCk78vm/jm/AdiS2GrCrJRSSinQGTGUimjGWC2z334LkyeHNaEFTWornUCTxomf/1mU0Dpl5xUw8fM/A04+g50wK6WUUkoppWwwcyZ89hlMnAgtWoQ7Gk1qKxM7ksat+7L9Wu6PYCbMwaYtzEoppZRSqlIwBgoKrOl72rULdzSAVj+uVEpLGn3VICXRr+X+CGbCHEzOmwXp+7IxHL5ZkLYiPdyhKaWUUkopZZ/frAYxbrwRTjopvLG40KS2ErEjaRzeuxWJccXnnUqMi2V471YBxQbBTZiDyY6bBUoppZRSSkW0RYtg2DBYudK+bebk2LIZTWorETuSxv4dUxk3oB2pKYkIkJqSyLgB7WzpahvMhDmYorWFWSmllFJKKZ98/z08/jjcdBN07Bj49rKzYdIk+PTTwLeFjqmtVIb3blVsTC2UL2ns3zE1KONFnduMtrGpDVISSfeQwEZ6C7NSSimllFJlWr0aHnoILrsMLrkksG0ZA08/DfPmWf8ef7wtIWpSW4lEQ9IYrIQ5mOy6WaCUUkoppVTEadAArr4aBg0KbDtZWXDddVZim5YGSUm2hAea1FY60Zg0RrpouFmglFJKKaWUX9auhYwMqyDU4MGBbWvVKrjlFhgwAO66y/Z5bTWpVcoG5b1ZoFMBKaWUUkqpSCPr11tdjnv0CLzK8XPPwezZMHkydO5sR3glaFKrVJjYMW+wUkoppZRStvr7bxIeeABOPdVqVS2vgwfhhhusCseffgrJyfbF6EarHysVJjoVkFJKKaWUiii5uTBiBAUnnAAjRkBMOdPFP/6A3r2tQlDvvVeU0KatSKfb+EU0HTmPbuMXkbYi3ZawtaVWqTDRqYCUUkoppVREiY+HRx7h0FFHER8bW/b6nrz0EsycaXU3PvnkosXB7KUYcUmtiMQD04AzgdrA38D9xpj5YQ1MKZsFayqgtBXpTJj/B9szcnWcrlJKKaWUKtu//8K0adY42mOPhczMMl/iXhtmRI/GXPD8o7BvH3z2GdSsWWz90nopBnqtGondj6sAm4HuQE1gFPCuiDQJZ1BK2W1471YkxhW/AxboVEDOO2DbMnIxHL4DZlfXDvd9BaP7iFJKKaWUCqG//7bGzlavDom+Na44rznT92VjgNh//qbBJf1YU+NI+PDDEgktBLeXYsS11BpjDgCjXRbNFZF/gU7ABrv2o61ZlUekVhgOxlRAwbwD5kqLXCmllFJKVQB//QX33GNVJX7gAfCxy7HrNeeFqxdxxS/zGHvGtew4uhNfe5muJ1i9FCECk1p3IlIfaAms8fDcDcANAA0bNiTTh2ZygHmrdzB63l/k5BcC1gX5yA9WkZOTTd/j6tsWe7AcOHAg3CH4LVwxB/pZBzvuXs2T6dX8xGLLfP0ee1LaHbBAtutuwvw/PCbPE+b/Qa/m5atsF43fa6WUUkqpqDZ3rjVlz/33+5zQgnVtGVeQxyMLpnPEgb0MvWQMGQk1kFJaXYf3blWsUQQC76XoFNFJrYjEAW8Cs4wxa92fN8bMAGYAdO7c2SQlJfm03alLfixKcpxy8guZumQTg7s2DzhuXwXSgujrsQbC7hbOUMTszo7POhxxl1dpd8DKexyevgfbM3I9rrs9Izeg9yua3mullFJKqai1bRsceSTccQeI+F3luGPhfka8/ThfN27P/efcbm2D0ltdg9FL0Slik1oRiQFeBw4Bt9m57UioOhvp3TcjPT5fRcJnHUp23wHz9j1IqRbH3oN5Jda3o/uIUkoppZQKop9+glGjYMyYYtWJffbOO7z06USG9biSZaltixb7cs3Zv2NqUHKJSCwUhYgIMBOoDww0xpS8eg6AtwvvUF6QR/ocpZEen68i4bMOpf4dUxk3oB1HJccjQGpKIuMGtCv3ycPb98AYbC9ypZRSSimlguzrr62uxhdeaHU79kd+Ptx8M8yaRe2lCxl49+WkpiTacs0ZqEhtqZ0OtAHONMbY3qQWzP7cvor0FsRIj89XkfBZh1r/jqn0ap5sS1deb5/3/uw8nh7UISILcCmllFJKKQ+WLYPRo2HoUBgypKjLsE+2bLFec+qp1tQ/IvSvHTk9OCMuqRWRxsCNQC6wXQ6/2TcaY960Yx/ONz+c1Y+DWf3LDpEen6+C2Xe/MijtexCs7iNKKaWUUioIjjkGhg2DCy7w73VpafD44zB+PJxxRlBCC1TEJbXGmI2AH7cNysfO1ixfuRbcqZkYR1yskFdgip73tQVx3uodTF3yY1CTtGhs4fRW2EqTr/KLxu+BUkqp4BGRS4B9xpgFjscPYc1EsQYYaozZZuO+4oFpwJlAbeBv4H5jzHy79qFUpfDhh9C6NbRp419CW1AAd98Nf/wB8+dDnTrBizFAETmmtiJyn6B4X3YeGKhVLc6vfuhpK9IZPe+vou04C/ekrUi3NV7n2ExnP/mUxDgS4mK4652VdBu/yPb9Bcr9/Q3W+1LZuH8Pwj1eoiIRkXgRmSkiG0UkU0RWisi5jueaiIgRkSyXnwfDHbNSSgGjnf8RkROA/wHPAHHAkzbvqwqwGegO1ARGAe+KSBOb96NUxWQMvPIKPPssbN/u10tlxw4480xITITPPovohBYisKW2ovJUcCev0FCtahVWPHS2X9txn6LGWcDJ7kTD2cJZWiVkZ0zh7tpbWmErTcACoy3dQeN6sbYJ6IN1sdbOZZ0UY0x+OIJTSikvGgPOqpEXAmnGmCdEZAHwuZ07MsYcwCWJBuaKyL9AJ2CDnftSqsIpLIQpU+Dzz+Gxx6BLF99f++mnJI4aZXU3Ptv3PCWcNKn1UaBzttpVeCkcBZy8JYyjP15Dbn6h39P+2D3/Lfj3vgRj/0r5q4yLtZ/DEpRSSpUtB3CO3eoFvOz4/36X5UEhIvWBllhdnd2fuwGrGzQNGzYkMzOz2PMHDhwIZmi20BjtoTFaYn79lfgvviB3zBgKjz0W3H4nPCospOqoUcT+9hv/zZpFtSZNmPfteqZ8tYHtGbkcmRzPsJ5N6Htc/aDH7y9Nan1gx5ytdhVeCkcBJ28J477skjMtldU6Gqz5b319XyrK/Luq4vFysbZRRAzwBTDcGLM7LMEppdRhy4AnRWQ50Bm4yLG8JVbvk6AQkTjgTWCWMWat+/PGmBnADIDOnTsbTzVTQllHpbw0RntU6hgPHrT+PfVUeOcdqvi4n08XrqLejUNZUbsxs/qP4rasRBLWZzDm0/VF183bMnIZ8+l6EhISA7tuNsaaHigurvzbcKNJrQ/s6NpqV8Gd4b1bMfKDVcW6IAe7cI+3hNGb0lqNg9VN2Nf3V7spq0jkfrEmIjWAE4GVQB3gOcfzvT28ttTWCX9Fwx1uu1XUY66faEp9vk689+cD/R5Fsor6eYfQbVhTL14E3GSM2epYfi42dz92EpEY4HXgkGP/SilP9u2D++6Dli3h3nuhlITWtefiWVt/4/YvZvJkt8tZ3PxEyMhl9Ly/SKwaa+91c2amNT7344+hb18YPNj/bXihSa0P7OjyW9bUMr52ie3fMZWcnGymLtkUsu6z3hLGhLgY9h4s2VpbWqtxsLpP+zp1T0WZf1dVHJ4u1owxWcBPjlV2iMhtwDYRSTLGFMs2fGmd8Fc03OG2W0U85h3ZZU8k4G2divh+uKroxxdMxpgtwPkelt8ZjP2JNbfjTKA+0McYU/LCQykF27bB8OFQowZcd53HVZz5Rvq+bAQwxjB8ySw6bvuToQMf5r8atYrWzckvLFHHx6lc183//gs332zFd955VhEqG2lS6wO7uvx6K7jjb5fYvsfVZ3DX5n7tOxDeEkbA79bnYHaf9qWgUUWZf1dVDH5crDmb1LRivVIq7EQkATgPOAZ4wRizT0SOAfYaY/bYvLvpQBvgTGOM3oFWypOtW+GOO6BJE3jkEahWrcQq7vlGUnYmz348gb9rN2TIoLEUxsT6vDufrpsPHYIlS+CLL+DRR63YRo2yClZVsT8F1aTWB8GeqzMausSWljD6U3Qp3POehnv/SrnxeLEmIicD+4C/gFpY02UsNsbsD0eQSinlJCLNgS+BGkAK8B7W+epmx2PPTUTl21dj4EYgF9hu3QcE4EZjzJt27UepqHfEEdC/Pwwa5HWcqmu+ceKm1Ty46EWeOWUwX7bs6nWzKYlxxYrCgg/Xzf/9B3PmwLx5kJdnVU/OzYX4eGucb5BoUusDX7u2OvlbXTeau8T6O92Lv++l3cK9f6WcSrtYAwqBx4F6QAZWoahLwxCmUkq5mwwswEpi97ks/xh4xc4dGWM2AmX3o1eqsvr8c8jKgoEDYciQUlfdui8bjOHO5W/SddMqrh34MLuSantdP6FKDKMvaAv4cN1sDGzYAE2bws6d8M03cPXVcNZZHluNg0GT2lKUZ+qX8lTXrWxdYss776ldU/HovKv+02mQ7OfDxdrsUMWilFJ+OAXoYowpcLkZB9Z82w3CE5JSlYwx8Prr8OqrcPvtPr2keUIhD7w2mk0p9bn00nEluhvHxQg1Eqqw72AeDVISub17o6JrPa/XfAcPWoWfPvjAKlI1Zw60bg0vvwwS2vtRmtR6Ud6pX8rTlVi7xJZNp+IJH33vlVJKufHUv7ER1ly1Sqlgys+Hp56CRYussardupX9mu++4913HmB0x/P5qMUpRYsFq2hHqocGizKr4H/9NYwbZ3V37tcPzj/f6mIcJprUelHeca7l6UqsXWLLFg3jjisqfe+VCp8mI+eFOwSl3C0A7gaudTw2IpIMjAH0C6tUsO3aBatXw9NPQ5s2pa9rDL/fNoL8uZ9yQ997yanfgFpCUWus3/nGunXw669w8cXQrBnccotVxbhq1cCOyQaa1HpR3nGu5e1KrF1iSxfN446dorULb0V475VSStnmbuArEfkTSADeAZoDO4BLwhmYUhXaf//B/v1WMvnqqxBTxoQIBw6w/Zx+rM6qwv2DHqcgJhay80iMi+XpQR18vwY1Br77Dt5+G1atgpNOggsvhKOOsn4ihE4P4YW3JLSs5HR471YkxhXvo65diQNX3s8jUji78Kbvy8ZwuAtv2or0cIdWpmh/75UKpldffZVTg1jNUalIY4zZCnQAJgAvYM2pfR9wgjFmVxhDU6ri2rDBahWdNct6XFZC+8svcPrpTEvtwn29b7cSWgdnbzufpaXBQw9Baqo1VnbChKBMyRMoTWq9KG9y2r9jKuMGtCM1JRHB6qM+bkC7iG6RS1uRTrfxi2g6ch7dxi+KyEQr2m8WlNaFFwL7DIL9+fn63kfD90hFviZNmvDll18WPX777bepVasWS5YsKbHuRx99RIcOHUhOTqZu3bqcccYZ/Pvvv6EMt9w2bNhAz549qVatGq1bty52zO4O/LGM7a/fy6YnB7L9rZElnj+04x+2vTqMTU8OZNurwzi0459ghq4UxphsY8zLxpjbjDG3GGNe0jlklQqSFSvgttugVSv43/+8rua8Dnus57X82u9yzul+J6818TxdT6m97YyBJUuIe+YZ6/9nnQVvvgn33WdVN45QkZdmR4hAxrlGU1fiaCkCFO3jjkvrwhvIZ+DttQ/3ac7grkm2xO7Le+8pjrveWcmd76z0WHxAKV/MmjWLu+++m3nz5nHKKacUe279+vVceeWVzJkzhzPOOIOsrCwWLFhAbKzvk8eH06WXXkrXrl359NNP+fTTT7nooov466+/OOKII0qsG5OYRFLnfuTt2ULOxl+LPWcK8tg551GSO/cjqWNfMlfOZ+ecR0m9YQYS63muQqX8JSIDfF3XGDMnmLEoVals3Wolk/37w803F2uhdQ5rS9+XjQBV83J55uOJ7E+ozoBLJxRrnXXnsbedMbB8ObzyCmzZYo2Vzc+HGjWsnwinSW0poiE5DXScZjCLALnGdmRyPCPObRPQNqPh83DlevwxIhQYU2KdBimJAX0G3l475asNDO7aPPCDcCjrvfcUh/NoI/VGiYpsL7zwAg888ACff/45nTt3LvH8ypUradq0Kb169QIgKSmJgQMHet3e0KFDSUhI4O+//+a7777jhBNO4LXXXqNx48bcddddpKSkMGnSpKL1+/XrR/fu3bn77rsZP348L774Ijt37qRhw4Y89thjXHjhheU+tnXr1vHLL7+wYMECEhMTGThwIJMnT+aDDz7gpptuKrF+YpMOAGT++nmJ53I2/QaFBSR17oeIkNz5AjJ++JCcjatIbNap3DEq5eZ9H9czQHTcWVIqkhUWQl4eNGgAzzxToiCUe2NCi53/MunTKbzS6Xw+bNer1E177em4aBGMH29VMZ44kbyqVUmIi56bo9r9OIrZMU4zWEWA3GPblpEbNWNI7eB+/J4SWudJJZDPwNs62zNy/Yo3UGXF6vf4DVWpTZ8+nYceeoiFCxd6TGgBTjjhBNauXctdd93FV199RVZWVpnbffPNN3nwwQfZvXs3HTp04PLLLwfgoosu4p133sE4fk/37t3LggULGDx4MADHHHMMy5YtY//+/Tz88MMMGTKEbdu2edzH8ccfT0pKisefW265BYA1a9bQrFkzkpIO96Zo3749a9as8f1NcsjbvYm4I5riOl9o1XpNyNu90e9tKeWNMSbGxx9NaJUKVHa2NYbVeaO1TRvSVqTTYcwCmoycR5OR87jznZVFCe1VP33MhM+mcku/EWUmtCWGRa5bZ+2nsBC6d7fmvr3jDqhTJ5hHGBQRmdSKyG0i8pOI5IrIq+GOJ1KVNU7TF8EqAmRHbNHM0/EDxIqUGGsdyGfgbZ0jk0M7T5gvsWq1ZOWrL774gi5dutCuXTuv6zRr1ozFixeTnp7OJZdcQt26dRk6dGipyW3fvn05/fTTiY+P57HHHuPbb79l8+bNnHLKKYgIy5YtA+D999+na9euNGjQAICLL76YBg0aEBMTw6BBg2jRogU//PCDx32sWrWKffv2efyZNm0aAFlZWdSsWbPY62rWrFn2nIAeFB7KJia+WrFlEl+NwkP6+6aUUlFn1y4rqfznHxgyBLAaSoa/9yv7svOKrVo1P49pHz5Oh61/cvHlT7ClVumViFNTEvl65BlWQrt7tzXH7E03wd69kJVlFX868sigHVqwRWRSC2wFxgIvhzuQSGZHK2uwCjBV9mlgvB1noTH8O77v4ZMKgX0G3l47rGeT8gVeTp7icKfVkpWvpk+fzrp167juuuuKWk/btm1LjRo1qFGjRlHy2aVLF95991127drFsmXLWLp0KY899pjX7TZs2LDo/zVq1KB27dps3boVEWHw4MHMnj0bgLfeequoFRfgtddeo0OHDkUtrqtXr2b37t3lPr4aNWqQkZFRbFlGRkaxlltfxVRNpPDQwWLLTO5BYqrq75uyj4gMEJE4l/97/Ql3rEpFrc2brXGz1arB9OnQuDFgNZTkFRbv8XfMf5t5/43hfNWsM3ddMJz82NJHlBa7rtywwUqY//0XnnoKHnsMkpODcUQhFZFjap1FBkSkM3B0mMMpIVLmGy3vnLiuglWAyY7Yopk/x1+ez8D1O1gzMY6EuJhiE2n3ah7ak5PrMTgLFriefqOpUrUKv/r167Nw4UK6d+/OLbfcwvTp08vsmnviiScyYMAAVq9e7XWdzZs3F/0/KyuLPXv2FLXGXnrppZx99tmMHDmS77//ng8//BCAjRs3cv3117Nw4UK6du1KbGwsHTp0KEq23bVt25aNGz13/R0yZAjPP/88bdu25Z9//iEzM7Mokf3111+57LLLSj1GT+LqNiLjhw8xxhR1QT60awNJJ5zn97aUKsX7wJHATkofX6tjapUqr3r1oF8/GDwYXMayujeUXLZiPoNWLeCOC4azobbna8VqcTHEx8UevjY8uyX9//sDcutayfKoUdCtG7gMXYl2EZnU+kpEbgBuAOsOvL9dtw4cOOD3Puet3sHoeX+Rk18IWONYR36wipycbPoeV9/v7ZWHM+7buzcqFgtAQpUYbu/eyK/3olfzZHo1P7HYsvJ0g3NlV2zzVu9gylcb2J6Ry5HJ8Qzr2SRk7zOU7zsC/h+/P5+B+3dwX3YeCVViGNevVdF7U964A+F6DJ4+t17Nk0v97MMRs4pcDRo0KEps77rrLp5++ulizy9fvpw//viDfv36Ua9ePdauXcvHH3/MVVdd5XWbn376KcuXL+ekk07iwQcfpEuXLkV/Ozp27EjdunW57rrr6N27NykpKYD1vRSRoqrEr7zySqmJsy/jYlu2bEmHDh0YM2YMY8eOZf78+axatYoPPvjA4/qmsACcP8Zg8g+BxCCxVUho1A5iYsj8+WOSOvQh89fPAEhofHyZcSjlK2NMjKf/K6UCZIw1XU5SkpXQXnEFaSvSGf3xmhLdjasU5PPU3CcR4KIhT5DnocK9xxkn1qyBKY/Apk1wxBHQvj1UwPnVozqpNcbMAGYAdO7c2ZSn65a/r5m65MdiiQpATn4hU5dssrXabFmSkpIY3DWJhITEiGg1duceW3mqH6etSGfMp+uLxqZuy8hlzKfrSUhIDOkxlud7FczPxtfvYHnitsvgrknl+n0IZ8wq8jRq1IhFixZx+umnk5CQwLhx44qeS0lJ4eOPP2bUqFEcOHCAunXrMmjQIO677z6v27vssssYM2YM3377LSeccAJvvPFGiecfeugh3n333aJlxx57LPfccw9du3YlJiaGK6+8km7dugV8bG+//TZDhw6lVq1aNGrUiPfff78ocX7zzTd5/PHHixLkA2u+4r9PJxe9dtOTA6h+XC/q9r0LiY2j3oBR/Df/GfYtmUVcnYbUGzBKp/NRQSMipwPfGGPy3ZbHAt2MMUvDE5lSUSYvDyZOhKVLi+afHZX2G298t6nEqo32bGPqJ0/w7vFn8WbHPsWeS4yLLV78ySk/3+pe/NlncMYZVjdjD9PGVRTirQtVJBCRscDRxpihZa3buXNn89NPP/m1fdeuX75qOnIent4xAf4d39evbZVXeeIOt/LE3G38Io9deJ0D3UPBNe5I6Xbuy3ewon1HRORnY4znMriqSHnOg+6i8bvji6FDh3L00UczduzYEs9F8jE3GTkvaNuun2jYke2569mGEP09C4dI/rxLEynnQREpAI4yxux0W14H2BkJFZA9nQuj4XPXGO0RFTFu3kzSE0/Atm18MWQYw3/NLtEy6zRw1Zdc9ctc7jzvbv6p2wiAGIFC46Vl1jkdUHw8vPACdOlitc76G2OEvo/ezoVR3VIbDpV9rGgoRVKxKff5wMI592qwvoORkrQrpZSKaO5lE5zqADqORCkffPXjP+T8spXxnQay57sMj+vEFhYwcd5kEvNzGHjFxKLuxgL8M87Ljcc1a2DKFGjXDm6/HW68MUhHEHkiMqkVkSpYscUCsSKSAOS7d3UJh+G9WxVLbkCL4ARLJN1AKG2KolAnfv58B31NVCMpaVdKKRV5RORjx38N8IaIuE6IHgscB3wT8sCUiiZLlrAgI477fjlIzqlXey3U1GD/Dp77aAJpx/ZgVucLij/n6Tp4/36rVdbZ1bgchQejXUQmtcAo4GGXx0OAMcDosETjIljVglVJkXQDIZJajX39DnpKVO98ZyVjPlnDw+e3LbZ+JCXtSgXDq6++Gu4QlIp2/zn+FWAv4PoH8BCwHHgx1EEpFRWMgVdfhddfZ+HRZ5DToKPXhPaC3xdzw/dzuOu8e/jriMbFnvN6HTxrFvz+uzWGtkMH++OPAhGZ1BpjRhMBCaw3/TumRs2FfjR3KY2kGwiR1GoMvn0HPSWqAHsP5pVohY2kpF0ppVTkMcZcDSAiG4BJxhjtaqyULw4etIo0rVwJY8fyzsd7Pa4WU1jA+M+mkpKdwYAhkzgUVxU43N+/xPjZ9HRYtsyaAui666BqVagSkaldSFTeI68EKkKX0ki5gRBJrca+Ki0hdW+FjbSkXaloNnr0aNavX1+iurJSFYExZky4Y1Aqqnz7LWzcCNOmkbanCsLeEoPS62Xs5oW0x5nX6lReOnkAALWqxZXoWQdYVY3ffddqnT32WLjwQqhWLTTHEsF0rrEKrLQupco//TumMm5AO1JTEhGsu2Uey6dHkLISUtekd3jvViTGFS9YGelJu6qYli9fzimnnELNmjWpXbs23bp148cffyyx3rZt2xARduzYUbTsscce87jsnHPOCUnsgVq5ciWdOnWiWrVqdOrUiZUrV3pdtyA7k51zxrLpqYFsmX41B35fXPz5g/vZ9fFENj19CZsnD2LXJxODG7yqNESktohMF5F1IrJPRDJcf8Idn1IR47ffIDeXtNqtObHpYJpMX82d76wskdCeu3Y5r3wwhvt738ZLJw+getVYJg/qwIqHzi55nbl1K9x0E7z9Ntx5p9XdOD4+VEcU0bSltgLTLqX2ipRWY195al125Zr0RlJXb1V5ZWRkcN555zF9+nQuueQSDh06xLJly4j38Af7qKOOonnz5ixdupSLL74YgKVLl9K6desSy7p37x7S4yiPQ4cO0a9fP+68805uueUWXnjhBfr16weXTPE45+yeL6YjsXEcfdsbHNr5DzvfG0PcEU2p6hh/tevDx6h6ZAuOvuUVpEo8ebs3hvqQVMU1E+gIzAC24rkSsi1E5DZgKNAOmO3LFI9KhZ0xMGcOTJvG8otvYPimJPIKS46fFVPIY58/x5GZ/zFgyCTqHpHCZG/XXrm5VvfiWrXg+OPhiius/6si2lJbgXlrqdMupZWDs3U5JbHkBbGnVtj+HVP5euQZ/Du+L1+PPEMTWhVy69atA+DSSy8lNjaWxMREzj77bI4//niP659++uksXboUgIKCAn755ReGDRtWbNm3337L6aef7vH1PXr04P7776dHjx4kJyfTr18/9uzZA8C5557Ls88+W2z99u3bM2fOHACGDRtGw4YNSU5OplOnTixbtiygY1+8eDH5+fnceeedxMfHc8cdd2CMIWfjqhLrFh7K4eCf35By2hBiqiaScHRbqrU4mQNrvgIg+99fyM/YTa2e1xATXx2JrULV+scEFJ9SLnoBg4wxjxtjXjXGzHL9sXlfW4GxwMs2b1ep4MjLg4kTrUrEI0YwYt8R5BWWvO9TJ2sv779xH5tr1ueai0dT94gU79deK1bA1VfD0qWQmAh33KEJrQea1FZg2qVU9e+YysqHz2byoA4+dZ1OW5FOt/GLaDpyHt3GLyJtRXrog44SIrJSRG4TEf3LYpOWLVsSGxvLVVddxfz589m713MxDSfXpHbFihW0adOGXr16FVuWl5fHSSed5HUbr732GtOmTWPbtm1UqVKFO+64A7AS69mzZxet9/vvv7Nx40b69rXmBjzxxBNZuXIle/bs4bLLLuPiiy8mJyfH4z5SUlK8/owfPx6ANWvWcPzxxyMu1TCPP/54jy2s+XvTkZhY4mof/h2OO6Jp0bq5W/8krnYq/817ms1TLmXbrLvI2fRbqe+lUn7YCWSFYkfGmDnGmDQOV15WKrK99hr88IM1V+zZZ3usV9Lrr+95/d2HGN3rBqZ3vQTA87X5wYMweTLccw+ceKL1o7zS7scVWCR2KY3maszRzJeu0xWhsFiIzQPuAyaKSBrwkjFmYXhDim7JycksX76cCRMmcP3117N9+3b69OnDiy++SP369Uus3717d6655hr27dvHsmXLOO2002jRogW7du0qWtalSxeqVq3qdZ9XXHEFxx57LNWrV+fRRx+lQ4cOzJo1iwsvvJCbb76ZjRs30rhxY958800GDBhQ1BV6yJAhRdu45557GDt2LH/++Sft27cvsY99+/aVeexZWVnUrFmz2LKaNWtS6OGCqPBQNhJfvMdNTHw1Cg9Z6xZk7iZnwwpqn3MHdfrcycE/v2bnnLGk3jCD2Go1S2xPKT89ADwiIlcZY0KS3PpCRG4AbgBo2LAhmZmZxZ4/cCDyizVrjPYIR4yyaxfmiCPg/POhVy+oU4d5364vvpIxjPnieRrv28aFQyaSWzUBgJoJsfRqnlziOxv/4IPIli0ceuQRCtu3h4ICcFsnmKLhs3YVUFIrIolAN+AvY4wO2IlApSUzoU4wNWmKbKGaq7ai3NgwxjwgIqOAc4CrgXkisg14BXjVGLMprAFGqTZt2hTNKbt27VqGDBnCnXfeyezZs2nbti0bN1p/aubPn89pp51Gamoqy5YtY+nSpdx4440AnHLKKUXLvHU9dmrYsGHR/xs3bkxeXh67d++mfv369O3bl7fffpsRI0Ywe/ZsXnzx8BSckyZNYubMmWzduhURISMjg927d5f7uGvUqEFGRvEaOxkZGcRUrVdi3ZiqiZjc4smuOXSQmKpWoitVqhJbsz5J7c8GoPqx3dn/7bvkpv9BtRZdyh2jUg6jgCbAThHZCOS5PmmM8TxeIMiMMTOwxvnSuXNnk5SUVGIdT8sijcZoj5DG+OmnMHkyi667j7v/KGRfdl6JVWpmZ/DSB4+yrGlHHj775qLlcbHCmH7tDsd78CD8/Te0a2e10NatS1xi+IYNRsNn7eRX92MReVVEbnH8vyrwA7AA+FNEzg1CfFEj2rptOhPM9H3ZGA4nmMGMO9KrMUfbZ2i3UBQWC8f3LpiMZb4x5hKgAdYF1f+Af0TkcxHxWnZXROJFZKaIbBSRTEd35nNdnu8lImtF5KCIfCUijb1tq6Jq3bo1Q4cOZfXq1YDVRTcrK4usrCxOO+004HAX5G+//ZZTTjkFgNNOO42lS5eyfPnyMpPazZs3F/1/06ZNxMXFUbduXeBwF+Rvv/2WnJwcevbsCcCyZct44oknePfdd9m7dy/79u2jZs2aGOO5Xk6NGjW8/jz++OMAtG3bllWrVhXbxqpVq4irW/Jjr1IrFVNYQN6ew783h3b+W7Ru3BFNKVGSREoWKVGqnN4HJgETgLeBD9x+lKoc8vKs6sNPPcWbnfpyzc85HhPa0/75mdmz/8fjPa/hmW6XFS2vVS2OiRe1P3xj/6efrLGzU6daxaYaNrTG0Cqf+NtS2xt4xvH/C4Ak4EjgGmA0MN+2yMKkPK1I0dgCGapWOVeRXI3Z22f4cJ/mDO4aPXepAhGKuWpL+971ah69Y0VEpAvWeXAQVmGTV4CjgPdF5CVjzJ0eXlYF2Ax0BzYBfYB3RaQd1ni1OcB1wCfAo8A7QIVuZlu7di3z5s1j0KBBHH300WzevJnZs2fTpYv3wz799NN58MEHSU1NJTk5GYBTTz2VPn36sH//frp27VrqPt944w0GDhxI27Zteeihh7jooouIjbVqEfTp04drrrmGhx56iEGDBhETY90HzszMpEqVKhxxxBHk5+czfvz4Eq2srrKyyu6h2aNHD2JjY3nmmWe46aabilqFExqXbPSKqZpAtZZd2bf8TeqccweHdv7Dwb++58gh1rQ91Vp2Zd9XM8n6bSHV2/bg4LpvKcjcTXxqmzLjUKosOk+tUg6PP87Wpd9zU/OBrDKNKHE30RhGLXqJVrs2MHDIE2RXteaSTU1J5LNbTyzeOjttmtXie+GFcP31eiOyHPwtFFULq0AAWF3uPjDG7MS6U3esnYGFQ3lbkYLZAulsPWwych7H3P8pTUbO4+yp3wfcshWOBDOSqzF7+wynfLUhPAGFQSgKi0XyjQ1/iUg9EblXRNYAi4EU4CJjTDNjzKPGmFuAs7AS0xKMMQeMMaONMRuMMYXGmLnAv0AnYACwxhjznjEmB+umYXsRaR38IwufpKQkvv/+e04++WSqV69Oly5dOO6443jyySe9vqZ79+7s3LmTU089tWhZhw4dyM7OLprztTRXXHEFN910E0ceeSQ5OTk888wzRc/Fx8czYMAAvvzySy677PDd9d69e3POOefQsmVLGjduTEJCQrFuzOVRtWpV0tLSeO2110hJSeHll18mLS2taDqf/d++y453Hy5av/bZt2DyD7Hl2cvZ/fFE6vS+pWg6n9jEJI4Y+CAZP8xh8+RBZHz/PkcMGKXjaVXUEZEqIpIAxAKxIpIgIloPRoXXwYMALDjhLPq1u5JVtRqVWCUpJ5N33hrJwbgErhj8WFFCCx6KQqWnw6+/WkWhbr8dEhKCGX2F5e+JYTtwnGPcWG8cA/KBGriNqYhG5W29DNaFunvrYYGjW9q2jNyAW4JD0SrnztO8qeGuxuxsmff0XoD1Xncbvyjqx3/6IhSFxcLxvQuiLcB6rDkbZxljPA2oXAP86MvGRKQ+0NLxmpuBX53PGWMOiMjfQFtgrdvrSi2O4q9wFoZITk5m5syZHp/zdlwNGjQoaiV1XSc9Pb3U14E15U9qairz5s2jevXqHvc1efJkJk+eXGL5lClTmDJlStHjm2++uWide+65p8x9e9K8eXMWL15cbFn9ROs46p9xMXAxRVOCJtagweUPuG3Bpftzy7Y0bvms9+eBOvHepxcN9HsUyaKt+EmkcQw/ewC4FGgEFJs3zhgT6+l15TQKeNjl8RBgDNaNPqVCyxj48EOrwvGrrzJiRRZ7E0r25uuy8VceXjiDB8+6hZ8ati32XEpiHP07ppK5Zw+89BL06QMtWsCsWRCjk9IEwt+k9mWsLnBbgQLAWenzZNwutKJReZPTYF2oe0qynQLtKhyOBDPSqjG73zTwxvnZ+tKtPNqLIPlSJTkQkXhjIwC9jDGlTk5qjMkAepa1IRGJA97ESo7XikgNYJfbavuxhny476PM4ij+iqbCEIGIjY0lISGB6tWrR+wx78gObhc0b9uP1PfDLhX9+ILsUayhFuOAp4HhWIWjBgMP2rkjY8xoNIFVkSA3F558EhYvhrvvZtTizew9WLI9b8RXr9Bh259cdNkTHEioXuy5uFhh9AVtYf16EsaMgQMH4KSToEEDTWht4FdSa4x5xNHVrhHwnjHmkOOpfKyCAVGtvMlpaRfqgSQ5ZSXTgbQEe0swgaC2TAY7afJHaTcNwBoa4d6OUdrNhGgcWx1qpd3YiMKWoT0icrwxZpXrQhE5Hsg3xvzuy0ZEJAZ4HTgE3OZYnAUku62aDETdm6SUqnAuAW4yxnwmIpOAj4wxf4vIH1hDLl4Ib3hK2aygAIYNg717YepU0g7W4I13VhZbpVruQV764FF+bdCCSy8bX2ITtarF8fD5bem/bjm89BKFnTrB/fdDTR0WYhe/xyUYY0pUtjPGzLInnPAqbytSaQlieZIcZyLsvWOYJdCWYPcEs7IlZaXdFEhJjPNYwa601wWr+Jbdrb/hbk2OpBsbAZoBPAesclt+LFZyemqJV7gREcHqvlwf6GOMcX7p1gBXuaxXHTjGsVzZxNnVNwpvqCgVTvUB5027LKx6AgCfUQEaOJQqpqAAYmPh0kuhfXtISeGBhz4rtkqnLb8zdsFzjOl1Pd817gDAkC6NGNu/3eGVjLGKP/0bB/fdx6GTTyY+2f3etQpEmUmtiAzwdWPGmDmBhRNegXSP9XSh3m38Ir+THF+7xAajy2Y4KiKHk7eW+cS4GPZ7SWidr/MkGGOr7b7RUNluXATZ8VjTmrn7EWjnYbkn04E2wJnGGNcvyofARBEZCMwDHgJWGWOifpiHUirqbcKawmwTVl2B3sDPQFcg+qr+KeWJMfDWW/DDD1YBp+7dARiV9hsHDh2+Vr5r2et03fQbl1w2gcyEGojA05d0OHxNZQzMnQtffQUTJ8IAR1qlN1Nt50tL7fs+bstgVaeLav62IpXW6lWeJKe0LrGxIhQYw1HJ8Yw4t43tSYi3uLwVUYoEgbQ6emqZj4sRsvMKvb7G082EslrWA2lRt/tGQ2W7cRFkBYCnfkO1KFnYvwTHvLM3ArnAdjlcvv9GY8ybjoT2WeAN4Hus8WoqzBYvXsyQIUPYsmVLuENRKlw+BHoB3wFTgNkicj2QCkwMZ2BK2eLgQRg/Hn78EUaMKJpeZ1Tab7zx3SYA4vNymPn+o/x5RGMuuWxC0TrFEtr//rMS2RUr4MYbddxskJWZ1Bpj9BPwoqxWr/KM0fWWWArw97g+gNVVrqwiF/4me2kr0olxJM2e9p22Ij3ikp5AWx09tcwfPJTvceC/07gB7Urtsu2uPC3qrp+dt0S5vK2/0XjjIoItAR4QkYuNMQVgTT+BVRV0aVkvNsZspJTk1xjzJVChp/DxpEePHgwZMoTrris+E9LQoUN56623qFq1KiJCy5Yteeqpp+juuHse6fbs2cO1117LggULqFu3LuPGjSs2TZCrr776ikceeYRffvmFAyRw9M0vF3t+39LXOfjXd+T9t5mapwwi5dTLQ3EISgFgjLnf5f/vi8gW4BRgnWNqMqWi13//wV13QWGhNXds06ZA8YS2/dY/GT//Gcb1vJqlzToXvTQxLubwNeKWLXDrrXDUUfDii9Co5LQ/yl6asAagrPlpyzPvpx1zuXqab/eud1bSZOQ8uo1fVGKOW+f6nhJasJrgfZ1z1zmvblMv+7JTeeYHdo8P4OuRZ/Dv+L58PfIM9pWS0KamJJZIlktrWU9NSSyRBJfF/bPzprytv95e57xxofxyH3AasF5EXheR14G/sMbSDg9rZBXUfffdR1ZWFhkZGdx8880MGDCAgoLSh2pEiltvvZWqVauyY8cO3nzzTW6++WbWrPE8RLp69epcc801TJzoudGrSq0G1OpxNYnHnBjMkJXyiTHmO2PMU5rQqqhnDNSqBWedBS+8UJTQpq1IL0pob/3mbR5c+BKXXjquWEILMG7A8ZCTA/n5kJoKN9wAzz6rCW2I+J3UOibCPkVEBovIla4/dgUlIrVF5EMROSAiG0XE8+3sMPPWuuVsDevfMZVxA9qRmpKI4FuSU55E2J2nRMuZIDlbM10TmLKqALseU2k8JdPu+7JL2or0Mt//8sRXWtLn6TMorWX965Fn+N267ctnEch46uG9W3lsGnS/cRHKmxPRyhjzJ9a42reA2o6fN4H2xpg/whlbRSciXHbZZezZs4cdO3Z4XGf06NFcdNFFDBo0iKSkJE444QR+/dWa+nfChAlcdNFFxdYfNmwYd9xxBwCvvPIKbdq0ISkpiWbNmvHCC4EVcz1w4AAffPABjz76KDVq1ODUU0/lggsu4PXXX/e4/kknncQVV1xBs2bNPD5fo10vEo/pTEzVqJzfWUU5ERlQ2k+441PKb3l51rjZV1+1ughfcQW4zF0+5pM1VM3PZdY7D1Ivaw8XDXmCfdWKF3ka0qUR/WsctBLZd9+1uiP37QtV/K7Jq8rJr3daRFoDnwBNsa7bCxzbyMMaF/aaTXE9hzW9RX2gAzBPRH41xkRM5c+0Fekep3yB4omRv2N07ZjLtawE1H0MpS8Jqy8tg6W1nPZqbl+LgjM59cZbrL6MJ/U0zlaAy7s08vgZ2D1HcWmfhTi2G0i14v4dU7nTrQy9+761mJTvjDHbsLobqxAqKCjgtddeo2nTptSvX9/reh999BGzZ8/mjTfeYMqUKfTv359169YxePBgxowZUzSUo6CggHfffZcPP/wQgHr16jF37lyaNWvG0qVLOffccznxxBM54YQTSuzjvPPOY/ny5R73f+qppzJ37lzWrVtHlSpVaNmyZdFz7du3Z8mSJQG+E0qFhbdaK85Loqivr6IqkR07YPRo69+HH/a4ylH//MGTn05m0ulXsLD5ySWeH3JyQ8bmrIFbZsKpp8L55wc5aOWJv7cPJmNVuOsAbHf8WxOrgucoOwJyTF0xEDjOGJMFLBeRj4ErgJF27MMO3goDeWvR80egU554S7RcuSZPZa1fVsugcwyovy2n5VVaa2ZpsfpSuMv9psKRZRTlKu80UN54+yxSUxL5euQZ5dqmp22VlohrMSnfiUg1rPNgPdx6vkR7NfhINGnSJJ599llyc3MxxjBz5kxiY71fP3fq1KmoRfbuu+/mySef5LvvvuO0007jhBNO4MMPP+TKK69kyZIlVKtWjS5dugDQt2/fom10796ds88+m2XLlnlMaufOLbvHZVZWFsluUzfUrFlTpxJSUcm91oqjlkBHrCJRepNPRY/Vq+F//7O6Gb/4ItSpU3KdiRMZu+AlLh80lj3VU0o8PaRLI8bu/h7mzIF774Wzzy4qGqVCy9+k9kSguzHmgIgUAlWMMb+IyH3AVKyueIFqCeQbY9a5LPsVKFENRERuAG4AaNiwod8XCAcOHCh3kN4SJAP0ap4c1IsVb3HPW72DKV9tYFtGbpnbODI5vijG27s3YvS8v8jJL1n196jkeIb1bOL1mOat3uH1ta77CuS9dldakvxwn+ZeYz0yOd7je+P6XoD1+Tlblg8cOED16tW9fp69mifzcJ/mTPlqA9szcjmyjPerLJ4+i4QqMdzevZFf2yvt/S5rH6Ul/77E4Pweur4ffY+r73W5LzFHIhE5E5gNePgrWDGqwYfL1q1bqVGjRtHjrKwsAO69917Gjh2LMYY1a9Zw9tlnU7t2bc4991yP22nYsGHR/2NiYjj66KPZunUrAJdddhmzZ8/myiuv5L333itWtGn+/PmMGTOGdevWUVhYyMGDB2nXztdZmkqqUaMGGRkZxZZlZGSUWfBPqWhgjMkHfhSR/2E1crQPc0hK+ebII+HCC63uxu7dhA8dsp5LTWXINU9zML9kU1bTg/8xtn9f2H0U9OkDDRqEKHDlib9JrQAHHf/fhVW+/U9gC9DcpphqABluy/YDJf76G2NmADMAOnfubMpzgVDei4rSWtRCcaHivo+0FemM+XR9iW6zxuVfp8S4WEac26ZoG4O7JpGQkFiuLs9Tl/xYakIrwIhz21C9enXb3pfS3vvBXb1/DUec28Zjq6rre+FJWXEP7ppU6n79Echn4c5b3GXto7Qu1b5U3Xb9Hm7LyGXMp+tZvSObD35OL7E8IaF48a0ou8ifgjWH7P+MMVvDHUxF0qBBg6JE1hMR4bjjjqNbt27MmzfPa1K7efPmov8XFhayZcsWGjguOi6++GLuuecetmzZwty5c/n2228ByM3NZeDAgbz22mv069ePuLg4+vfvj/FSSO/cc89l2bJlHp877bTTmD9/Pi1btiQ/P5+//vqLFi1aAPDrr7/Stm3bst8MpaLHPuCYcAehVKn277em6xk8GNq3h6uvLrnO6tVw+eV8N+Q2rs44usRUj/H5h7jyl7lcf/Av2HkO1KsXouBVafxNaldj3YH7B/gBGCEiBcD1WBNw2yELSHZblgxEVD8tu7udBspbcahUR8JSVpJU3i7PZXUtNo5t29ly3bP1Ebz53aYSiXpZ770d45VDIdDu54HuI5Dvtreuy7O/31yiunYF6NLcBLhAE9rwWLt2LcuXL+ehhx7yus7PP//MnDlzuOCCC3jmmWeIj48v6mJ8xBFH0KNHD66++moaN25MmzZtADh06BC5ubkcccQRVKlShfnz57NgwQKOO+44j/uYP39+mbFWr16dAQMG8NBDD/HSSy+xcuVKPvroI7755huP6xcWFnLo0CHy8vIAg8k/BCJIbBwApiAfTCHGGExhofV8TCwSo50DVPCJiHs/fAGOAkYAK0IfkVI+WrvWGjdbo4bnrsYAU6bAm28yfthTPL8uByie0DbZk87t37xNDQqo99azmtBGEH+T2scAZzmwUVitFF8Bu4FLbIppHVBFRFoYY/5yLGsPREyRKPCcIPVsfQQTP/+Tu95ZGfKEqbQuo8FMksoaj5tazoJJ3qStSOeDn9OLJbQCDOzk2zGGImEMFn/nHi6vQJJ/b99Db9NF2T3eOsS+BloBf4c7kIpGvIxHeuKJJ5g8eTLGGOrUqcPVV1/NjTfe6HU7/fr145133uGqq66iefPmzJkzh7i4uKLnL7vsMq688koeffTRomVJSUk888wzXHLJJeTm5nL++edzwQUXBHxM06ZN45prrqFevXrUqVOH6dOnF7XULlu2jHPPPbeodXrp0qX07Nmz6LWbnhxAfMPjOPKy8QD899lUDqxeWPR8xrfvUKfPndRod2bAcSrlg5843BHM1XeAh2YvpSLA/Pnw1FPQq5c1D218fPHn8/NhwAA2mgTOOXs02etySmwiriCPEUtm8Xu9prx8Yn/WHG/HqEtlF7+SWmPM5y7//wdoIyK1gb3GW98sPznG684BHhGR67CKsPTDmtg7IO5Jwe3dGzG4a/m7O7omSOGuGGt3FV5feWrVcwpGy7W3Fumv1u6ydT+RJtTfr/Im/96+h7EiHhPbYH8/g+x5YJKINAB+w6oCX8QY80tYoopyGRkZ1PFwB/3VV1/l1Vdf9WtbCQkJvPHGG16fv+KKK7jiiitK9CS59dZbufXWWz2+pkePHmzZssWvOABq165NWlqax+dOO+20Yt2te/ToUdTducnIeSXWr9v3Lur2vcvvGJSySVO3x4XALmNMySxAqUhRsyYMG2ZNs+N+4/TPP2HQIKaeOIAn63QCt/GzyTlZ1MrOYGOtBow6+xb+q1aT1FrVQhi88kXAkycZY/bYEYibW4CXgZ3Af8DNgU7n4ykpGD3vLxISDld8DaQFLNwVY33pMhqMlj7XVr30fdlFyUtqkFoSfalgXBG4VpT2lhBGYvddb9/DgZ1Si42pdS4PV3d9mzintZjh4TktFFUOa9as4Y8//qBjx47hDkUp5YUxZmO4Y1DKJ5s3w3PPWRWOT/HSNjZ9Onufmc75Z9zDlqS6JZ4+bvt6bvv2Hf6q04gnT7+C/6qn2DLTibKfv/PUflza88aYwPtoUZQo97djW06eks6c/EJGf7yG3PzCgFvAwp1sldVlNJgtfaHs0huuFmknT8mm3Qm8+2flresuRF4yX9r3sHPj2hE/ntlP7q0VKgAjRozgjTfeYMKECTRu3Djc4SilvBCRK31d1xjzWjBjUcqrhQth0iTo0MHzFDsFBXDxxWzONnS/4DEKpdhMVcQWFnDRb1/S7/clzG91CrPbn1P03OVdGkX79UuF5G9L7X9uj+Owxrs2BCJ6TkZvF//7svNKLCtPC1i4ky0oPbkMd0vyvNU7mLrkx4ATmnAW6PKWbNrdFbi0eXjdBfr9ClbrvadtRPN4Zk+0tcJeEyZMYMKECbZtb/To0bZtSylVzHNAVaxrQGcVnRisIRiHXNYzgCa1KrSMIW7qVCupvf56GDSoZFL7999sPasvE9v04cP2vTxups3Ofzlz/Q9MOu0KfjnaKiQowNODOlSoa5mKxN8xtR4LAIjIk5SchieilFXQyJ2/LWCRVg3ZXThbktNWpBebFzWQJDCcBbpKSzbtvEHg62fi7/fLPYHt2fqIYl2CQz0OvCIQkXOBW4FmQG9jzGZHLYB/jTELS3+1UkpFpcHAaOBO4HvHspOBp4BHjTFzwxOWUoAIpnZtq4qxh6r1c257hJbvzeLGCx8gPaV+iedP2PIHa+s1YfWRzbnj/OFkV00AIEbgqUs0oY1kMWWv4pMXsC7sItbw3q1IjCs+xC2hSgy1qsV5XN/fFrD+HVMZN6AdqSmJCFbV33ED2pX48qetSKfb+EU0HTmPbuMXkbYi3a/9lJe34wlFS/LEz/8sMZetMwksj/4dU/l65Bn8O74vw3u34oOf00nfl43hcGIWjPe1rGTT+Xygn7Evn4m375c3zlZm1/fpze82eW29V2UTkcuBd4G/sLoiO08mscB94YpLKaWCbBJwhzHma2NMvuPna6wk98nwhqYqrYUL4YknwBjyL7+8WEI7Ku03mt73CZ+0OZ2qX37B+Vc9XSKhjSvI45ofP+LeZa9z/HZr8hVnQlurWpwmtFEg4EJRDpHRHFkKTy18t3dvREJCom0trGV1r/RlXKtra1rNxDhEYN/BvIBbIMPZkuxvK7E/XWK9dau+852VTPz8T1tbbctq7W+QkhjQ2GXX8boCeBpJmxgX61cy6+StarQnkTZON4LdB1xvjHnb0Trr9B3wSJhiUkqpYGsCHPCw/CDQKLShqEovNxeefRY+/RSuO/yn2LoeW0V2XiGp+3fw8YeP8XqHvrzboXeJTTTI2Mmw5bNJyj3A2DOu4/f6zQDodkxt3ry+a8gORQXG30JRz7gvwppw+1ysasURzT3pzMzMJCnJmtInFAVsyhrX6p4QuY73dU2OejVP9nvfgcw9Gih/xhv7mxSWloDZ3Z3Wl+mLyjt22f24nRMAGrClIJU/iWqUT7MTSi2Abz0szwL8/yVVSqno8D3wjIhcboxJBxCRVOBprJt6tnJMHTkTOBvYDdxvjHnL7v2oKLRzp1XZeP9+mDyZtPzajH7ki2LXz/1WL+KGHz/kln4j2Vjb8/XT2eu+Y0+1mjx2xrVkJNQAYEiXRozt3y4kh6Hs4W9LrfunWwjsAu4iCpJab0JVwKasFsuyCgQ5k6NezU8s1/7DVahneO9WjPxgVbEuyN5aib0lhaM/XuMxIS+r9dTOsa6+TF901zsrPb62rKTSW0tqakoiX488I+DYvb1P7i3CkTQOPApsBVoC7gWjTgf+Dn04SikVEtcCacAGEXGOr0kF/sTmmSscnsMqQFUf6ADME5FfA53qUVUANWtCu3Zw1VWMWryZN75befi5wkKemvcUifmHOO+qyZgYtyGIeTmctmElXzQ/mddP6EuBxBQVlNKENjr5WyiqZ7ACiWR2VYgtq8XSl9a0aOwa2r9jKjk52UxdsqnM97C0KtXOO2+uLbCltZ6Wtc3yKOvGQHmrYAe7kFdp88d+tXZXRZpmJ5RmYLVWOPs7NRSR04AnsIqoKKVUhWOM+VtEjgfOAlo7Fv8BfGlMKXPQlYOIVAcGAscZY7KA5Y7pJa8ARtq5LxUlDh2y5p5t1Qr69IFhw7j8xW/5+u89RavUz9jNjDljee/4M3njhPNKbKLJnnSGfT2bGGP4vuFxRa2ztarF8fD5bfU6KErZNaa2wvE2vjGQLq1ljWv1pUKzL11DgzFNS6D6HlefwV2bl7mer1WqnS2wzlZM52flbZuhUt6xy8GeEiqc3c8rKmPMEyJSE/gCSAC+AnKBScaY58IanFJKBZEjeV3g+AmmlkC+MWady7Jfge5B3q+KRFu2wJgxsHcv9OrFqLTfeOO7TcVW6bN2Gbd98y639buPf+o0LP56Yzj7r++44pd5/NCwLS+edCEmsRqTBx6v10MVQJlJrYh8hfeaMsUYYwLvJxkBPI1vdFXeLq1lJRZltTr6khwFUqgoEvjS8urkbMV0tp66HzuEvjtteZPHUBTyqmjzxEYCY8wDIvIYcCxWNfnfHa0JSimlAleDklNG7geS3FcUkRuAGwAaNmxIZmZmsecPHPBU2yqyaIzexfzwA/FPPEFh69bkPvQQY7/dyTu/bD+8QmEhEz57hloHMzhv6NMUxpRMcaoW5NPjn594pfMF/HJcV0b3bk7f46wqyO7fl2DTz9p+vrTUrnb5fyxwObCdw3OTnYRVLOoNe0MLn7LGtkL5u4WWlli4J0Teqh+X9otX3kJFkcJTUnjwUD57D+aVWNe9FdPb+3dXECohl3UMdt/wUJHLGHMQ+CnccSilVAXkqfBeMlDiQsgYMwNrWAidO3c2zkKgrjwtizQaoxtjrLGuTZvClVfCZZdRVYT3pq0qWqXOgb3M/OBRPm5zGi+feGGJTTTeu5V6WXv4/Zj2VJv5Ii93alhinXDQz9peZSa1xpjbnf8XkaeBWcAw13ETIjIZq+ZMheBLwupPt1B/ugP7Mi3QhPl/sD0j1+O2gj0201fux3x790YM7urbL4b7e+BPC6y3VttoaLGO5pbUSOzyHmyOcV1eGWMuCFUsKrI1GTkv3CEoFa3WAVVEpIUx5i/HsvaAFomqDDZuhIkTYcQIaNYMmjUr0eX4rHXfcvfyN7jzvHv5s17T4q83hl5//8j967+g+WX94b5zQhu/Cil/x9ReCXT1UAhgGlYZ92G2RBVmZY3r9KdbqJ3JlS/bCvbYzPLGOXreXyQkJJYr0SlPK2aktVhX5KQvGm8g2OQ/t8dxWBdbDYE5oQ9HKaUqFmPMARGZAzziKMrXAegHnBLWwFRwGQPz58Mzz8AJJ0Bycsnxs8bw2OfPcVTmLs6/8mnyq1Qttolkk8fbWd9w7P4VMGYEXKD3mSs6f5NawZrWZ53b8gpV99rT+EZnsSh/5wq1M7nyZVuhGJtZnjhz8gsDSij9bcWMlBZrsP/GRqQlx5F2AyFUjDFXe1ouIk9ScgyYUkqp8rkFa9rInVg3E2/W6XwqMGNgwgRYuBBuuolRMS14Y9zyYqukHNzPyx88wuctuvLAObeV2ESXxsm8fdZRMDbNqpTcsmWIglfh5G9S+zLwkoi04PAE212A+4BX7AwsmMpKDOwc32hncuXLtiJhbGYkJJSR0GLtZFfSF6ktopHweUeYF4DlwJjSVhKR24ChWDcFZxtjhjqWNwH+BVwrNEwwxjwahFiVUqpMIpKJ70VD3cfABsQYs4fgzH+rIk1hIcTE8GpOLWY1vZh/f0wANhdbpcf6HxixdBb39rmbNUceU+w5Ad5suI/jex4DzZvDyy9DTEzo4ldh5W9Sex/WnbJhwOOOZduA8cCTNsYVNL4mBnaNb7QzufJ1W+EemxkJCaWdLdaBto7alfRFaotoJHzeEcbXL9lW4l6XFwAAPjhJREFUYCzQG/D0ZqUYY/Jti0oppcqvZHOYUnYxBt55B5Yt48Ezruf1nKOhdsnVHv7ieZrtTaffFU9xKC6+2HPx+XnMyfuBth/+wMFGydC6tSa0lYxfSa0xphB4AnhCRJIdy6Kqm12oEwM7k6tI6FrsC09xJlSJiYqpddzNW72DMZ+uD6h11K6kL1gtooEk7Wkr0jmQWzLvisTvpd1E5Bn3RViV4M/F6tVSKmPMHMd2OgNH2x6gUkrZxBgzK9wxqIpp3pI17P7faBpv+5eZJ/Zj2Y/pJdZJys7k5Q8eYWnTExhz1k0lnk/dv5Op6z6ibd14mDqVgqP1T2pl5G9LbZFoS2adQt1V0s7uwM7XlFb9OBJ4OubbuzcKeZx2tFhP+WpDwDdBvN2M6Nn6CLqNX+Tz9yIYLaLl6dLsTILT92UXjTV3VataHA+f3zbivpdB4F5LoBDYBdyFD0mtDzaKiAG+AIYbY3bbsE2llFIqIsz/YgVVbruVuMRkRp5zO9uT65ZYp9u/K3hw0UuMOOd2fk1tXeL5+CoxPN3sECfUbgsjR0JSEoR4zlkVGcpMakVkFdDdGLNXRH6jlDEVxpjj7QwuGLwlBgboNn5RUJJEO7sD9++YSq/myRE/b5T7MYd6Umu7bM/I9bjcn5sgnpL8nq2P4IOf0/1KJoPRUu9vzwX3JNjTyaBa1SqVIaHFGNMzSJveDZwIrATqAM8Bb2J1Uy5BRG4AbgBo2LBhwL9r0TbZuh2Cfcz1E30aihhydeK9x3XymLkhjOSwL+/uHvR9VMbvuJ1EpCrwAHAp0Air8nsRY0xsOOJSUSTf6uF179LtdGl3JkuadiI/tmRK8sCil2iz81/6X/kkOXEJxZ6rQQGvJm+i8303QazjKycVZnZRVQ6+tNR+ADiv7N8PYixeC6fYyVNi4BQphXdU5DgyOZ5tHhJbf1tH3ZP8buMX+d0CXFqrf3nnBfa354KnJNjX1yrfGGOygJ8cD3c4zovbRCTJGFMiYzXGzABmAHTu3NnYccMr0m+aBUMwj3lHduReaEVabKH67lXG77iNHgUGAeOAp4HhQBNgMPBg+MJSUWHbNnj0UebEHsWB6iewsPnJJVapnnOAlz94hO8bHseQwY8Vey6+SgyTT6/Pue9Nh7/3wfb+oN2NFT4ktcaYMZ7+HyRlFU4JmGti4KnFNjuvgDvfWcnEz/+MyK69KrSG9WxSbEwt2DNetLzd4D21+gcyL7C/XZp9SVgrS4EoEfkK36uBnhHArpz70IoXSqlIcAlwkzHmMxGZBHxkjPlbRP4AzsKqAK9USV99xfaHxvJZXjKTTz7N4yonb1zFmC9fYNTZt/BTw7ZFy4uGNmVvhHEPW9P0TJwIKSkhCl5FOr/G1IpIDBQVjEJEjgTOA343xnwTaDChKpziTAyajpzn9YpUW23tk7YiPeLHAXvT97j6JCQk2j5Fkp3jYwOZF9jfLs3e4vbltRXQH8DlwHbge8eyk4AjgbeAUpu0RaQK1jk4FogVkQQgH+gE7AP+AmoBzwCLjTH77T8EpZTyW33gd8f/s4AUx/8/AyaEIyAVBd5/n11PTGZS/S58cGx3jJS8T3vf4lfpsPVPLrxiEtlVreuh2BjhyYvbW9czxsD9U6F/f7j6aq1urIrxt1DUPKyT1hQRqYHVRa46UENErjXGvGZ3gKUJdCxZ/aSqbM885PX57LwCJsz/g17NbZ1yLWDRNB5o3uodjJ73Fzn5hYB1s2DkB6vIycmm73H1wxzdYfNW72DKVxvYnpHLkcnxDOvZhL7H1efAgQP0ap5Mr+YnFls/0HGLt3dvVOx9AatC9O3dG/m97dJafcvaVq/myTzcp3mJY+/VPNnjaz3F7XRUGa8tSzR9rx1ygVnAMGNM0f0xEZkMiDFmWBmvHwU87PJ4CNbctn9iTZlWD8jAKhR1qX1hK6VUQDYBDRz/rsfqXfcz0BXQ8SequJ07oV495tVtzdPth7C+TsMSq1Q7lM1LHzzCr0e24LLLxhUtr141lscubEf/ptVhwQI4+2x4/HFNZpVH/ia1nbHmqgUYgHXB1RSrteJeIKRJbaBjye48o2mJrqXutmfkRuTYm0iMyZOpS34skQDl5BcydckmBndtHqaoiktbkV7se7AtI5cxn64nISExaEW5BndNsq0FuLRWX19iH9w1yefPws64PYmW77XDlUBX14TWYRrwHdZ83l4ZY0YDo708PTvQ4JRSKkg+BHphneemALNF5HogFZgYzsBUBCko4Jexz3Bo1mvc0/sO0mvWAw8Jbcf03xn32XOMOfMGvm3cniFdGjG2v8vkAr//DjfcZXUz7tkT4uJKbEMp8D+prYHVLQ7gbOBDY0yeiCzCqtDplYgsBryVNfzaGHOqn7EEzLVrqbculZVlfGCwhHoKpfIorQKwewutq0DmdwX7qmJ7mxfY3ymDfGVnNe8oJ1hF7da5LXef6kcppSoMY8z9Lv9/X0Q2A92AdcaY8JTNVpFl61b+ufN/7FnxBy92GWQltB7cuewNum76jYsvm0BmYo3iCa0x8NFH8NxzcNZZMGyYJrSqVP4mtZuAbiLyCVZ3k4sdy2sDB0t7oTGmh9/RhYDzAt292A5UuvGBQRGMuVXtVp7EuzzzuwaLp6rIpzar6feUQcpvLwMviUgLrBYLgC5YvVleCVtUSikVQsaY7zlcV0BVdgUFMHw4yzZlM+XcYeypVrPEKgmHcnhxzljWHdGIQZdbw7BLtNBmZcHs2XDnndC3b4iCV9HM36T2KeB1rMIAG4GljuWnA78FGoy3winGmPxAt12W0qZLCYZAW/mCvT27BGNu1fIo7f0pT+Lt7/yuwVDaMXV9/Muwx1cJ3AfsxOpm/Lhj2TZgPPBkuIJSSqlgEpHHgM3GmOfdlt8EpBpjdFqfyigzE7ZvhxYtmHDG1Uw/OsfjvLHHb/2TCZ9NZVyPq1narBMAKYlxhxPazZshIwPatoXXX4eqVUN5FCqK+ZXUGmNeEJGfgYbAF84qyMDf2DM3mbfCKaNt2HaZQtWt0u5WvkhqNXTn3H84qx+X9f6UJ/EOd7fqso5pu4e5dUMZX2XgOP89ATwhIsmOZRnhjUoppYLuCg731HP1M3A/OldtpfPV2wvIe3QsG6vX4bEzrrMWekhob/36bXr++zOXXvo4+xKtIqxxscLoCxxT9yxdChMmwOmnW0mtJrTKD/621GKM+Qmr6rHrsnl2BFNG4ZQKw+5WvkhoNSxN/46pQSu45Iuy3p/SWum9VfENd7fqso7pyOR4tnlIbCOp23dF4ZiC7BhgruNxdSA3FD1MlFIqDOoBuzws/w9ruh9VWeTnk3bHo9Sbl8ay5ifzRsc+HleLz8tlxpyxbKx1FBdd/kRRwls092y7+jB9Orz3njVVz5AhoTwKVUH4ndSKyC3ArVhVj48zxvwjIiOAf40x79odYEVkdytfuFsN7RDM7tO+vD/+ttKHu1t1Wcc0rGeTEpW9dYy4vUSkPvAR1ty0BmgB/IM1TCOHMqofK6VUlNoEnIZ1vnN1OrAl9OGocHnumTk0/3IBk06/gl9S23hc59jt63ny08lMPO0KFrU4+fA0Pa7XXKtWweefwxNPQOfOIYpeVTR+JbUicifWOLIJWOPGnLYCtwGa1PrA7la+cLcaBirY3aeD8f4EMgbbjgS+rGNyrewdaeOsK5CngR1AHayLPKf3gKlhiUgppYLvBeBpEakKLHIs6wWMw7o+VBVZYSG8/z6P5jZg5s7qxJ8/nNy4eI+r3vD9B5zz5zcMuWQs/9VIKVkMau1aaNAAjj8e3noLqlUL0UGoisjfltqbgOuNMfNEZKzL8l+AtvaFVbHZ3coX7lbDQAW7+3Sw3p/yjMG2K4H35Zh06p2g6wX0MsbsleJjh/4GGoUnJKWUCi5jzJMiUhd4BnAOejwETDHGPBG+yFTQbd3KtmEj+WXlWr47dQjUP8ZjQhuXf4jnP3ycHTXqMOCKSSBSMqGdOxemTIGbboKBAzWhVQHzN6ltDKz2sDwPiI5mwQhgd6XlUFdutluwu097e3+AoMzjWhq7Evho/8wriESsCzl3R2B1P1ZKqQrJGHO/o3HjWMeiP4wxWeGMSQXZ3LnsGPcky/Nq8tw5w/iveorH1Vru3MDkuU/yzCmD+Kz1qYDbdD15efDMM/DZZ3DbbXDBBSE6AFXR+ZvU/gOcgDWdj6s+wB+2RFRJ2N2KFqxWuVBMFRSK7tPu70+4KkbbmcBrS2zYLQWGAv9zPDYiEguMABaGKyillAoFY8wB4Mdwx6FCY+W3a3i+/il81qKrx8rGAEN//Ih+fyxh6MWj2ZlU53AhKNdrlTlz4Jtv4Omn4bjjQhS9qgz8TWonAc+KSDVAgK4icgXWRdzVdgenwitUiV84uk+Hq2J0tI9/VsXcBywRkROBeKy5adsCNYFu4QxMKaXsJCIfA0OMMRmO/3tljNGmt4rAGFi0CH76ibSzLme4aUdeS+Nx1Sr5eUz7aDz7E2ow59l3+WFA+5IrbdgAjRtbXY3POgtq1w5u/KrS8Xee2ldEpArwOFANeJ3DRaK+sT+8yBOKlstIiSVUiV84utKGq2J0tI9/VocZY34XkXbAzUAukIBVJOo5Y8y2sAanlFL2+g+ryjvAHpf/qwpo7rK1bH7ocdr9u4oPjuvFh3tWem2dPWb3JqZ8MokZJ11I8rVXFR83C1Zy/NFH8OyzMG4cnHiiJrQqKMozT+2LwIuOIgExQCwwCniOCj6uNlxdVsMVSygTP7u70paV8IerxVTHwlYMIhIHLAeuNMY8HO54lFIqmIwxrr3xbsGai7vA2/p2EJHbsIZ4tANmG2OGBnN/yrLgk2+oeu+91K1anVFn38KG2t6vT4b8MpeLf/uS6weOotfZnUsmtLm5VjfjhQvhrrushFapIPEpqRWRFKyk9WysolDjsaaseBCr6/EfwDXBCTFyhKvLarhiidausr4k/OFsMdWxsNHPGJMnIk3R1gqlVCXiqBuwH2gP/B7k3W0FxgK9qeCNJhEhMxNq1OCBH/fSpdWpfNbqFPJi4zyuGltYwNSPJpBbJY4BVz7Jk4M7eb6ueeop+OUXqzBUG8/z2Cpllxgf13sca1LtWVjdTp4GPgZ6AH2MMZ2NMbODEmEECVeXVX/2aWcsw3u3IjEuttiyaOgqW1rC79S/YyrjBrQjNSURAVJTEhk3oJ0mm8ofs4Drwx2EUkqFiqN1diOHp/IJ5r7mGGPSsLo+q2BxjJ3ddsHFXD90IrsOwSfHdvea0Dbak07aa3ez8JiTuK//fZ4T2n37rH+HDoUZMzShVSHha/fjvsDVxpgvRWQasB742xhzZ9Aii0CR1HIZqorBEH1dZX1N+LXFVAWoOnC5iJwF/AwccH3SGHNHWKJSSqngehQYLyJDjDG7wx2MCsB//8HTT7PziyVMqX8Si+q3LnX1QSs/4/KVn3FLv5FsqX0UT1/Uvvh1lDHwwQcwcybMmgVHHRXkA1DqMF+T2gY4upkYY/4RkRzgxaBFFaEiqchPqGKJxsQvkm4+hFokFTKrqETkeGAN0Ab4xbG4mdtq2i1ZKVVR3Qs0BdJFZAslb+gdH46gROQG4AaAhg0bkpmZWez5AwcOeHpZRAl1jPEPPwwHD3J1l2tZk3iE1/ViCwt4+pNJCIYLr3ySmLgqjDuvJb2aJx9+n/PyqPrss8QuXsyhO+6gIDHR6tIcBvpZ2yMaYnTla1IbgzWW1qkAOGh/OJEtklouIymWSBNJNx9CKZIKmVVwK4CjjDE9AURkHnCdVjxWSlUS7we6ARFZDHT38vTXxphT/d2mMWYGMAOgc+fOJikpqcQ6npZFmqDHuHMnrF8Pp5wCo0fz4JItrPkx3evqR+/dxrSPJzD7+N7M7nguKYlVGH3BcSVbaO+5BzZtgmnTqNK69BbfUNDP2h7REKOTr0mtAG+ISK7jcQJWBeRiiW1lmJssklouIymWSFJZE/5IKmRWwbnPa3AaWsREKVVJGGPG2LCNHjaEovxRWAhpaVbX4NatSUtoxOhPfmdfdp7Xlwz4bSHX/vIJ256bybgBpzMOyMzMLJ7oFBZCTAwMHgzHHAN16gT9UJTyxNekdpbb4zfsDkQpO1XGhD+SCplVMp4n71NKKVVuIlIF6zo1FogVkQQg3xiTH97IotDGjTB+PNtXr+OJBt34sMqJmHd/9bp6TGEBk+ZNpqY5xPqPFtDvpKaeV1y4EN55x6pufNJJQQpeKd/4lNS6zU+mbKbjIJUdKvNY4hAzlBwzq2NolVIVlohkAM2MMbtFJJNSznnGmGSbdjsKcJ0HfAgwBhht0/YrPmcrKvCHqcbQTtexI6H0j+eo/buYnvY4n3U8k5GfTvO+3ZdegrffhhtvhPh4uyNXym++ttSqINFxkMoulXUscRjocAylgqTJyHlB30f9RMOO7OIdLDaM7xv0/Ua52wFn1Z/bQrFDY8xoNIEtv+++g+eeg7FjoXFjrmvSlx1l9Nw6//fF3Pj9HO7uew+33N7P80qHDsHjj8Nvv8G4cXDyyUEIXin/aVIbJL62vuo4SGWXUIwl1l4FgA7HUEpVMsaYWZ7+ryLQf//B1KmwdClcdBHUqweUPhQpprCAcfOnUisnk4FDJnHxac29/22Pi4PmzeGWW6Bhw2AcgVLlEjFJrYjEA9OAM4HawN/A/caY+WENrBz8aX3VcZDKTs6xxCUKOdhAexVYdDiGUkqBiJwBHOt4+LsxZlE441FAfr7VHbhOHXjhBWjRArD+fseIUGBK9hqvn7Gb6R+NY37LbrzfcxATzm/r+W/6Tz/BDz/AkCFw7bXBPhKl/BYxSS1WLJuxSrxvAvoA74pIO2PMhnAG5i9/Wl91HKSKFtqrQCmllIg0BT4Ajge2OhY3EJHfgIHGmH/CFlxl9dNPkJQErVpZXYKbNYPYWODwDWlPCe05a5dz27fvMvbCuxl8Y38e8PS33BiYMwemTYOLLw72kShVbjHhDsDJGHPAGDPaGLPBGFNojJkL/At0Cnds/vKn9XV471YkxsUWW6bjIFUk0l4F9hKR20TkJxHJFZFX3Z7rJSJrReSgiHwlIo3DFKZSSrmbiTW+tpkxppExphHQDNgHvBTOwCqdbdtg1Ci47z5YudJa1qJFUUILnm9Iiynksc+mcvnvi/jnw894+/lbPd+czs+Hp56C55+HESPgpptAtOC/ikyR1FJbjIjUB1oCa0pZ5wbgBoCGDRuSmZnpbVWPDhw4EEiIXh2ZHM+2jFyPy91j7NU8mYf7NGfKVxvYnpHLkcnxDOvZhF7Nk70eT7DiDqZojBk0blf+fK/LI1rf6wBsBcYCvXGZ51ZE6gJzgOuAT4BHgXeALmGIUSml3HUFuhhjNjkXGGM2ichdwLfhC6uSee89ePFFq3XWpauxq7QV6SV6A9bN2sv0tMdZfExnLl/5Wen7yM62pgOaPBnatrUxeKXsF5FJrYjEAW8Cs4wxa72tZ4yZAcwA6Ny5synPGEK7xx0CjDi3jccqtCPObeNxf4O7JjG4a3O/9hGMuIPN35gjpShRNL7XYH/c/n6vyyNa3+vyMMbMARCRzsDRLk8NANYYY95zPD8a2C0irUs7HyqlVIhswuVGnIsErGFkKliMgb17oXZtqFsXhg+HM88s0XqatiKd0R+vYV92XrHlZ637lmFfz+aB3rey+9gODPe2n/R06+ekk2DKFG2dVVEhZEmtiCzGGi/rydfGmFMd68UArwOHCFHZeLuFogptRadFiSKPfq9Dpi3wq/OBMeaAiPztWF4iqQ20x4q7SthiHvRjrp8YmdMY14mPzLiCzdNx29HbpBK5B3hGRO4AfsSas/YkYLLjORUMv/1mtchmZcErr0DPniVW8ZbMiilk9Bcv0GTvVi65bDymRhLjvA1zW7XK6tLcoYOV1GpCq6JEyJJaY0yPstYREcEaq1Ef6GOMySvjJRHLWYVWlY8WJYpM+r0OiRrALrdl+wGPzdh29FhxV5lazJ2Ceczuc6JGkkiOLZjcj7syfucDMBuIB74GCh3LYoAC4E1xSYKMMckhj66i2bTJSma/+QbOOAP+9z+PiaZ7Y4BT7QN7eT5tHF83bs/DZ1ljYicPaOf5b/lnn8GTT8L558OttwbriJQKikjrfjwdaAOcaYzR6jOVmBYlUpVYFuB+IZiMVZhFKaXCLSp70UWd/HyoUgU2b4bcXCuxbdnS6+qeGgN6rP+Re5e9zugzb+SnhtaY2NSURM8J7Y4d1tjZW26BCy+080iUComISWod1T1vBHKB7S53+m40xrwZtsBUWFSUqY4iZVywiiprgKucD0SkOnAMpRTNU0qpUDHGzAp3DBVaZibMng0LF1rdjE85Bbp187q68zqj2DWTMYxa9BKtdm1g8KXjyEqoDniZXSM31+rSXL++td9atYJxVEoFXSRN6bPRGCPGmARjTA2XH01oK6GKMNWRsytQ+r5sDIfHBaetSA93aCoCiEgVEUkAYoFYEUkQkSrAh8BxIjLQ8fxDwCotEqWUiiQiUltEWovIsa4/4Y4rah04QJXZs+Hyy+Grr+CGGyAxsdQxra7XGU41D2Ywe/b95FapyhWDxhYltLWqxTHOvdvxf//BHXdY0/aAJrQqqkVMS61SripCUSIdF6zKMAp42OXxEGCMMWa0iAwEngXeAL4HBochPqWUKkFEOgKvAO2ci7CKRTn/jfXyUuWJs5vxpk1U+ewzuOYa6NsX4uLKfKn7dcap//zCyCWv8ljPa/m2SXvASmYfPr9tyeuOf/+FkSMPV1FWKsppUqsiVrQXJdJxwao0xpjRwGgvz30JtA5lPEop5aOXgXRgGLADK5FV/srIgA8+gLlzrflm27QhZ+ZM4vxoLS26njCGkYtfod329Vw2+DEyEpNILa0xYMsWuP126NTJKjwVH2/TQSkVPprUKhUkFWVcsFIKmoycF+4QlIoULYCLjTHrwx1IVNq9G954w6o0XKsWXH01JDtqA1bx77K8QUoimdt2Mj1tHGvqN+PywY+BCKkpiXw98gzPLzIGUlNh2DCPc9wqFa00qVU+06JH/hneu1WJ8vrRNi5YKaWUcrMca6YKTWp9ZYzV3bdZM8jLg7/+ghEj4PTTIdb/3trO67Gjf/2eBxe9xBPdr2Jps05AKdcZxsCbb8K+fXDbbXDWWQEelFKRRZNa5RP3+c+cRY8ATWy9qAjjgpVSSik31wIviUgzYDWQ5/qkMWZpWKKKRPn5VtGn996Df/6Bd9+Fo46C554r9ybTVqRz/weruHXRq3Ta8jtXXPII+6qnAHjvclxQYE3Xs2ABjBpV/uNRKoJpUqt8okWPyifaxwUrpZRSbloAHYHeHp7TQlFOq1fD6NFw4AD06WP9v3btgDc7/cOfeOHN0fxd+2guu/RxjFgTmXjtcpydDWPGwB9/WFWO27YNOAalIpEmtconWvRIKaWUUsALwJfAOLRQ1GHGwG+/wQ8/wHXXwdFHw8UXW5WMa9QIePNpK9L5/Pn3mPTRs0zpdilftuhS7Hmv12O5uVZL7XPPWTEpVUFpUqt8okWPlFJKKQUcDfQxxvwd7kAiwsGD8MUX8NFHsGEDdOkCOTmQkgKDBtmyi7RftrD5zpEM/Xcl1wx8iF1JdUqsU+J6bONGqyhVp04wcaItcSgVyWLCHYCKDsN7tyIxrniPIi16pJRSSlU6XwCdwh1E2B08aP27aBG8/LKVzL71Fjz+OCQk2Lef/fupd+lAUjL3cOmlj3tMaEtcj61ZY03Z89ln9sWhVITTllrlEy16pJRSSingM+BJETke+I2ShaLmhCWqUMjPh6+/hrQ0qxX0tdegd284+2yoWtX+/X33Hdx+O2+06cWnrU/zuEqJ4lDffw8PP2xVN77rLvtjUipCaVKrfKZFj5RSSqlKb5rj3/95eM6WQlEiEu/Yz5lAbeBv4H5jzPxAt11uX34Jzz8PWVnQqxfccos1x2tcnP37MsZq8f3sM5gzh1/f/As8DAErURxqzx546CGr2/PVV+sctKpS0aRWKaWUUkr5xBgTiqFrVYDNQHdgE9AHeFdE2hljNoRg/yU5x8iecw4kJQVvP5mZcPnlUK+e1bU5Lo7hvWPKnvc+N9eqrvzii9CoUfDiUypC6ZhapZRSSikVMYwxB4wxo40xG4wxhcaYucC/hHMsb+fOVjXjICa0Mb/8YrUCX3IJvPRSUStw/46pjBvQjtSURASrhXbcgHZW7zljYMYMuPtu6/+a0KpKSltqlVJKKaVUqUTkG6yqx/scj8cBE40xexyP6wK/GGNsz6pEpD7QElhTyjo3ADcANGzYkMzMzGLPHzhwwO6w7GMMcVOmEPfJJ2TNnIlp0sRqsXXRq3kyvZqfWGxZ5r59VJ06ldglS8gdNYrCrKyghxrR76ODxmiPaIjRlSa1SimllFKqLF0A12pItwIvAnscj2MB2wtviEgc8CYwyxiz1tt6xpgZwAyAzp07myQPLaqeloVdVhZceSUkJ5M5fz5JdUpWN/bo0CF45BFYtQqmTqVKmzbBjdNFRL6PbjRGe0RDjE7a/VgppZRSSvmr3FWIRGSxiBgvP8td1osBXgcOAbfZEHNkWbHC6m58/vkwa5Z/FZSrVIH69WHqVAhhQqtUpNKWWqWUUkopFTLGmB5lrSMiAswE6mN1e84r4yXR5emn4f33rWmBWrUqe32nrCxYvBjOO8+ai1YpBWhSq5RSSimlymYcP+7LgmU60AY40xhTcj6baHXgAAwdCvHxsHAhJCT4/tp9++C++6yux716QWJisKJUKupEVFIrIm8AvYDqwHbgCWPMS+GNSimllFKq0hPgDRHJdTxOAF4UkYOOx/G27UikMXAjkAtsl8Pzrd5ojHnTrv2E3KpVcMMNcNVVcPPN/r129264916ri/KUKZrQKuUmopJaYBxwrTEmV0RaA4tFZIUx5udwB6aUUkopVYnNcnv8hod1XrNjR8aYjQQwZjciTZ0Ks2fDzJnQtq3/rx87FmrUgAkToHp1++NTKspFVFJrjHEt1e7s5nIMoEmtUiGWtiKdiZ//ydZ92TRISWR471bWnHhKKaUqHWPM1eGOISodPAjXXguFhfDll1Ctms8vTVuRzpPzf2dLxiHaVevGdRecwAWa0CrlUUQltQAiMg0YCiQCK4BPS1m31DnJyhJt8y85RWPc0RgzVN64563eweh5f5GTXwhA+r5sRn6wipycbPoeV9+OEEuI1vdaKaWU8mjNGqu78SWXwLBhfr00bUU6U1/+kru+msWk069gVXI9Rsz7i8L4BL3BrJQHEZfUGmNuEZHbga5AD6zxFN7WLXNOsrJE0/xLrqIx7miMGSpn3FOX/FiU0Drl5BcydckmBndtHmhoXkXre62UUkoV88IL1jQ9zz0HHTv6/fLX3l7K8AUv8FedRuyoYc1dm51XwMTP/9SkVikPQpbUishioLuXp782xpzqfGCMKQCWi8gQ4GbgmeBHqPyhXVMrtq37PBea9LZcKaWUUkB2ttU6m50Nn38Oftysnbd6B1OX/AibNvLgwhf5q04jJp96GQUxsUXr6N9hpTwLWVLry5xkHlTBGlOrIkjainTun/Mb2XkFgNU19f45vwFoYltBNEhJJN3DH84GKVptUSmllPJo7Vq4/nq44AKrUrF4rnXlqWEAKBr202PXJo8JLejfYaW8iZjuxyJSDzgDmAtkA2cClzp+VASZ+PmfRQmtk3aJqViG925V7MYFQGJcbNEfXl9pi75SSqlKYeZM62fyZDjpJK+reWsYSIiLIWnfbgoTklh8TGcWN+tUIikuz99hpSqLiElqsSod3ww8D8QAG4E7jTEfhzUqVYJ2Ta34nIlnIAmptugHzjFsowuQ71iUbozRKxqllIoUOTnWnLN798L8+VCzZqmre2sYqPnfDh5aOINFzU/i/XZnFktoBfTGsFJliJik1hizC+9jblUE0a6plUP/jqkB/fHUFn3b3GaMeSncQSillHLz119w3XVw1lnwwANeuxu78tQAcGTGbh5aOIMNtRuQdmyPYs+lpiTy9cgz7IpYqQorJtwBqOgzvHcrEuOKj/HQLjHKnbboK6WUqrBmzYKrroLHHoNRo3xKaKFkA8ARWXt5aOEMth9xNNN6XEl+7OH2Jr22Usp3EdNSq6KHHV1TVcWnLfq2GSci44E/gQeMMYtdnwx0vm53FXm+4DOfWuJxeZ14w3+5pV+Q1q+AX9s68SbcIYSFp+MO9PdGVSK5uXDbbbB9O3zyCdSp49fL3WtW7E+owfKWJ3Pyg7czqqCAqUs26bWVUuWgSa0ql0C7pqqKz65iU5XcCOB34BAwGPhERDoYY/52rmDHfN3uKup8wTuyvSeupT1XkelxWyrqd17Z7O+/rerGp51mzUMb43+HR+e10yvvfU3K+rWsP+FUTrr8Hvp1TCUzMzOoc8ErVZFpUquUCgpt0Q+cMeZ7l4ezRORSoA8wNUwhKaVU5fTWW/Dcc/Doo3BGYGNc+x9dlf7/zIGmjWFET5+7LiulvNOkVikVNNqibzuDVQhTKaVUKBw6BOPGwZ498OGHUK9eYNvbvx+GD7e288gjmtAqZRNNapVSKgKJSApwMrAEa0qfQcDpwLAwhqWUUpXHhg0waRLccw80bWrPNh95BOLi4PHHIT7enm0qpTSpVUqpCBUHjAVaAwXAWqC/MWZdWKNSSqnK4OOP4Zdf4Mkn7U0+b74Z6taFGjXs26ZSSpNapZSKRI65u08MdxxKKVWp5OVZ3Y3btoXRo+3ZZn4+TJkCF18MzbUQlFLBoEmtUkoppSq1JiPnlfu1G8b3tTESFVabNsETT8Bdd8Exx9izzcJCK0n+5RcYNMiebSqlStCkVimllFJKVW5z58L331tjaBMS7NmmMTB5srXdKVPg6KPt2a5SqgT/J9hSSimllFKqIsjLg7Fj4eBBa7oeuxJagB9/hAULYPx4+1p+lVIeaUutUkoppZSqfNLTra7Bw4ZBixb2btsYOOkkeOUVOOooe7etlCpBW2qVUkoppVTlExcHEyfan9AuWACPPWYltprQKhUSmtQqpZRSSqmIIiJviMg2EckQkXUicp3tO6lXDxIT7d3m999bxaaOPRZE7N22UsorTWqVUkoppVSkGQc0McYkAxcAY0WkU5hjKt2aNfDww3DZZTBgQLijUapS0aRWKaWUUkpFFGPMGmNMrvOh4yeyqy29/DKcdRZcfXW4I1Gq0tFCUUoppZRSKuKIyDRgKJAIrAA+LWXdG4AbABo2bEhmZmax5w8cOBC0OCkogNhYuO8+q3pyVhbzVu9gylcb2J6Ry5HJ8Qzr2YS+x9UvdTNBjdEmGqM9NEb7aVKrlFJKKaUijjHmFhG5HegK9AByS1l3BjADoHPnziYpKanEOp6WBWz/frjnHrjxRqvaMZC2Ip0xn64nO68AgG0ZuYz5dD0JCYn075ha6uaCEqPNNEZ7aIz2itjuxyLSQkRyROSNcMeilFJKKaXsISKLRcR4+Vnuuq4xpsAYsxw4Grg5HPGmrUin2/hFNB05j27jF5G2It16IicH7r/fKgjVtm3R+hM//7MooXXKzitg4ud/hjJspSqVSG6pfQ74MdxBKKWUUkop+xhjepTjZVUIw5jatBXp3D/nt6IkNX1fNvfP+Q3Jz6ff+9Ng3z549lmoXr3oNVv3ZXvclrflSqnARWRLrYgMBvYBC8Mcigoir3c+lVJKKVVpiUg9ERksIjVEJFZEegOXEobrQm+trm+9swQ2b4ZJk6B27WLPN0jxPE2Qt+VKqcBFXEutiCQDjwBnAKXOSVZWUYCyRNsAaKdojNs95nmrdzB63l/k5BcC1p3PkR+sIicnu8xCCqEUje81RGfc0RizUkqpoDBYXY2fx2qA2QjcaYz5ONSBlGhdNYaE/Fx+iKsDr70GVUpeSg/v3apY6y5AYlwsw3u3Cna4SlVaEZfUAo8CM40xW6SMSat9KQpQlmgaAO0qGuN2jXnqkh+LElqnnPxCpi7ZxOCuzUMdWqmi8b2G6Iw7GmOOVk1GzvO4vH6iYUd26edegA3j+9q+b6WiUSDf50B+jyoyY8wuoHu44wCrdTXdJbG94I+lnPbvCp659D6PCS1QVAxq4ud/snVfNg1SEhneu1WZRaKUUuUX0qRWRBbj/ST1NXAbcCbQMVQxVVZpK9LDerLV8SZKKaWUinSura49/v6Jwb9+zvPdL+eec48t9XX9O6ZqEqtUCIU0qS2rMICI3Ak0ATY5WmlrALEicqwx5oRgx1dZeCt6AITsBOx+59N1uVJKKaVUJHBeF82fMYcrf5zDR90vZsBdl2vCqlSEibTuxzOAt10e34uV5IalhHtFVVqp+VCdpHW8iVJKKaWiQf+OqfRvFwtd7qbbVVeFOxyllAcRldQaYw4CB52PRSQLyHGMrVA2iYSuvzreRCmllFJR42ZtX1EqkkVUUuvOGDM63DFURJHS9VfHmyillFIqKpRRvFQpFV4ROU+tCq7hvVuRGBdbbJl2/VVKKaWUUkpFo4huqVXBoV1/lVKB0ml5lFJKKRUpNKmtpLTrr1JKKaWUUqoi0O7HSimllFJKKaWilia1SikVgUSktoj8v707D5ejqtM4/n1DgmggCMqiOJKBAVQUwqojq6KCigsEt+CCS0B4GBdgVFQQccEgPjpIEBE0KIiKD8jmo4AYVkEQTATECEpYwyqQkAWQ3/xxzoVK0d23O7f7Vtft9/M89dyu/Venq06fU3Xq3LMkPSZpvqRpVcdkZmZm1o/c/NjMrD/NBB4H1gGmAOdLmhMRN1YalZmZmVmf8ZNaM7M+I2kiMBU4LCIWRcTlwDnAB6qNzMzMzKz/uFJrZtZ/NgaejIh5hWlzgE0risfMzMysbykiqo6hKyTdD8zvcLUXAg/0IJxeq2PcdYwZHPdoahXz+hGx1mgGUyVJOwBnRMS6hWnTgb0jYufSsvsC++bRTYC/jXD3dTx3RmoQjxl83HUzUPngSDQpE9bhe3eM3eEYu6NfY2yYF46Zd2pXJKOXdG1EbN2LeHqpjnHXMWZw3KOpjjH30CJgUmnaJGBhecGIOBE4sVs7HsTvYRCPGXzcVcdhvdOoTFiH790xdodj7I46xFjk5sdmZv1nHjBe0kaFaZsD7iTKzMzMrMSVWjOzPhMRjwFnAkdKmihpO+AdwE+qjczMzMys/wx6pbZrTfZGWR3jrmPM4LhHUx1j7qUDgOcC9wGnA/uP0r/zGcTvYRCPGXzcNljq8L07xu5wjN1RhxifNmY6ijIzMzMzM7PBM+hPas3MzMzMzKzGXKk1MzMzMzOz2hrTlVpJa0o6S9JjkuZLmtZiWUmaIenBPMyQpML8EyX9TdJTkvapIs42Ypwi6U+SFue/U7oZZw/j7lna9ipuSRtLOlvS/ZIekvRbSZv0ecwvlHRFnv6wpD/kDoh6plvnSGG5D0oKSR/rZdyWSNpI0lJJp1YdS69Jeo6kk/N5ulDSnyW9ueq4eqHd63IsGaTv11qTdKqkeyQ9Kmlev/2e1OVclXSgpGslLZM0q+p4oP/ztn5Ms7K6nH+NjOlKLTATeBxYB9gb+J6kTZssuy/wTtK/zdgMeBuwX2H+HFLHLddVGGfTGCWtDJwNnAqsAZwCnJ2n98qI4856mbaNdCPu5wPnAJvk7fyRlP79HPMi4CPAWqRzZAZwrqRe/r/qbp0jSFoD+Dz+tzajaSZwTdVBjJLxwB3ATsDqwBeBX0iaXGVQPdLJb+NYMUjfr7V2FDA5IiYBbwe+KmmrimMqqsu5ejfwVeCHVQdS0O95Wz+mWVldzr9ni4gxOQATSSf2xoVpPwG+0WT5K4F9C+MfBa5qsNzlwD5VxNkqRuBNwF3kzr/ytNuB3apO36rSdrTizvPWBAJ4QR1iJt3QeluOee06pDVwAunmx2zgY708TzwEwHuBXwBHAKdWHU9FaTAXmFp1HF0+po5+G8fyMBa/Xw8dnwObAPcA7646lmHi7NtzlVRJm9UHcdQmb+uXNOsg3r49/4rDWH5SuzHwZETMK0ybAzS7Y7Npnt/Ost3USZytYtwUmBv57MvmNtlON3Qr7tHWq7h3BBZExINdiXJ5XY1Z0lxgKelJ80kRcV93w31a1+KWtC2wNaliaz0maRJwJHBQ1bFURdI6pHN4rLUM6PS3cUwaw9+vtUHS8ZIWAzeTKrW/rjikpnyuts15Ww/U6fwby5XaVYFHS9MeAVZrsfwjpWVXbfReX5d1EmerGMvzWm2nG7oV92jretySXkJq8tKrCkBXY46IzYBJwDTS0/Fe6UrcklYCjgcOjIinehKplX0FODki7qw6kCpImgCcBpwSETdXHU+XdfrbOOaM8e/X2hARB5DO+R2AM4Fl1UbUmM/Vjgx83tZtdTv/aluplTQ7dxjTaLic9P7gpNJqk4CFTTZZXn4SsKj05LMXOomzVYydHu9IdSvu0dbVuCWtBVwAHB8Rp3c51mZxDMWywmkdEUtzvJ+TtHk3g20Ry1A8ncZ9AKkVwlU9iXLADJd3KnUw9wbg2xWH2lVt/GYMLTeO1GTtceDAygLundH+regrA/D9DrR2r3OAiPh3RFwOvATYv99irPJc7SQd+8hA523dVse8sraV2ojYOSLUZNgemAeMl7RRYbXNaf74/MY8v51lu6mTOFvFeCOwWekp4mZNttMN3Yp7tHUt7txx0QXAORHxtR7EOqSXaT0B2GDEETbWrbh3AfaQtEDSAuC1wLckHdeDmMe8NvLOnYHJwO05vQ8BpkoarY7ceqKN4ybnnyeTOhmZGhFPVBp0b3T62zhmDMj3O9Dauc4bGA9s2E8xVn2urmA6Vm1g87Zuq/r8W2FVv9TbywH4GXA66eXx7UjNEDZtsuzHgb8C6wEvJl0EHy/MXxlYBbgCmJ4/jxvNOFvFmOObD3wSeA7prsp8YOWq07fKtO1hek8i9Xh8XD+dy8PE/Bpg+5zezwU+S7qD+eI+j/v5wLqF4UpSU+/VRyPtB20AnldK72OAXwJrVR3bKBz7CcBVwKpVx9Lj42z7t3EsDYPy/XpoeQ6sTeoEb1VgJWBX4DHg7VXHVoqz789V0s2AVUi9Sf8kfx5fcUx9nbf1Y5o1ibPvz7+GcVcdQI+/lDWBX+UM63ZgWmHeDqTmjUPjAo4GHsrD0Szfk/BsUk+xxWHnXsa5AjFuAfwJWEL69zhbVJG+/ZS2vYob+FCO8zFSk5eh4aV9HPNOpE4TFuZ5lwA71uEcKW1zNu79eNQGBqT3Y2D9fE0vLV3Te1cdWw+Otelv41gdBun79dDyPFgr//Y9THr/8i/A9KrjKsVYi3M1/zaUy25HVBxTX+dt/ZhmDWKsxfnXaBgq7JqZmZmZmZnVTm3fqTUzMzMzMzNzpdbMzMzMzMxqy5VaMzMzMzMzqy1Xas3MzMzMzKy2XKk1MzMzMzOz2nKl1szMzMzMzGrLlVrra5L2khSF8X0kLaoolvMkzapi32Y2eCQdIemGYZY5TtLsHuw7JO3V7e2aWXdJmpyv162rjqUT3S7P1TUdyiTNlnRcs3FrzpVaWyGSZuXMIyQ9Iekfko6RNLHHu/45sEG7C0u6TdIhPYzHzAZUKR98UtLtkr4naY0u7eIYYKcubcvMaqaQvzQbZlUdYzua3CTrqDw31rSo1O8JHDra8YwF46sOwGrtIuADwARgB+AkYCKwf3EhSeOBf0dEPGsLHYqIJcCSkW7HzKxLhvLB8cArgB8CzwfeN9INR8QioJKWKWbWF15U+Lw78IPStCVAt26idUzShIh4YkXWdXmusYh4qOoY6spPam0klkXEgoi4IyJ+CpwGvHOoyVy+C3UrsAyYKGl1SSdKuk/SQkmXlJuJSPqgpPmSFks6D1inNP9Zd7YkvUXS1ZKWSHpQ0rmSVslN8tYHvjl0V7Owzmvz/hdLuis/XZlUmP+8/BRmkaR7JX2+24lnZmPCUD54Z0RcQHr68KahmZI+LOkmSUslzZP0aUnjCvP3y9OXSnpA0m/zjcBnNT+WtFJuEfOvPHwHWKkYTKOmajkvO68wvpuky/I2Hsr7fHmrg5R0eM6bl0laIOnHK5ZcZtaunLcsiIgFwMPlaRHxSGHx9SVdmMs1N0l6Y3Fbkl4h6fxc/rpP0umS1i3MHyfpMEl35Ov8L5LeUZg/1Lz3fZIulrQE2C/Pa5rPSbotb+KMvP5teXrb5bk87/2SrinEf4ak9TpJz0ZlO5VeLVODFn7lfHW4WCTtnI91l3w8iyVdK2nLofnAj0hl46Gn7kc02leDY1hZ0gxJd+btXiNp18L8CZKOlXR3/h7vkPSNTtKprlyptW5aQnpqC/CfwDTgXcDmpIrt+cB6pLuNWwCXAhdLehGApFcDs4ATgSnAucCRrXYoaTfgHOBCYCvgdcAlpHN7T+DOvI0X5QFJrwIuyOttnpebQnrCMuQY4I3AVGCXHO+OHaWGmQ0USRsAuwFP5PHpwNeBw4GXAwcDnwUOyPO3BmYCXwY2IeU1v2mxi4OB6aSC5H+TKrR7r0CoE4HvANsCOwOPAOdKWrnJcU0FDslxb0TKw/+4Avs1s975GnAsqVxzDfAzSasC5HLWpcANpOv+DcCqwNl65ibbJ4H/JeVRrwLOAs6UNKW0n6OA40ktU341XD4HbJP/TieVw7ahgWHKcwArA1/Kx7c78ELg9DbTZki3ynbtxnIU8DlgS+BB4DRJAq4EPgUs5pny6TFt7vtHpNdSpgGvBE4h5d+b5/mfAPYA3kvKr98D/K2jo6uriPDgoeOBVPk8rzC+LfAA6SnFEaRC3TqF+a8nNaN7bmk7fwY+kz//FLiwNP+kdJo+Pb4PsKgwfgXwsxZx3gYcUpr2Y+Dk0rQpQABrkzL6ZcDehfmrku6Szqo67T148NAfQ84Hn8x525KchwTw6Tz/duADpXU+BdyUP+9JqlCu1mT7RwA3FMbvBr5QGB8HzANmF6bNBo5rEOd5LY5jIvBvYPvCtAD2yp8PIhWKJlSd5h48DOoA7FUsDxWmT87X636Faevladvn8SOB35XWWyMvs20evws4vLTMbODU0n4OLi3TMp/L40/nJ4VpHZXnGhz3y/J2X1KKb+smy7dVtqNxufFZ+eowseycx3ctLLNdaZnljr/ZvorjwIbAU8BLS+v8Cjg+fz4W+B2gqs/Z0R78pNZGYrfchGMp8AfSXcD/yfPujIh7C8tuBTwPuD+vsyg3O3kl6SKFdIfvD6V9lMfLtiBdvJ3YCnh/KY4r8rwN87Bycd+R3m37S4f7MbOx71LSTbFtge8CvwaOlbQW8B/A90t5zTd4Js+7EJgP/FPSaZI+JGm1RjuRtDrpbn4xX3oKuLrTgCVtKOmnkm6V9ChwL6mC/NImq5wBrJLjPFnSuyQ9p9P9mllPzS18vjv/XTv/3QrYsZQX3ZHnbaj0+tWLeaYsNORy0hPZomuHPrSZz7WrZXlO0paSzlZ6DWJhIY5m+VZZ18p2HcTS6jtZEVsCAm4qpfdbeSa9Z5F+k+ZJminprYWn8WOaO4qykbgU2Jf0VPbuyJ0FpJYVPFZadhyp4LRDg+082sMYGxlHegL87Qbz7gI2Ht1wzKzGFkfELfnzJyT9HjgM+F6e9nFSU7NniYiF+R2rHUlN4g4Fvi5pm4i4u9E6bXiKVOgpmlAaP4/0asZ+pDzvSeAmUoGvUZx3SBpqHv0G4FvAlyS9OiLKeb2ZVePpDpsiInJZbKgyM470Clij/wZxL8/OM4rKnXwWr/mh7TfN57pB6T9r/JZnOua7j9Tk9zKa5Fsj0DIP7TCWYidaQ+k4kgrmuLydbUrbhtzpVkRcJ2kysCspzz4FmCPpjflG6Jg1EDV365nFEXFLRMyP4Xu/u47U6dNTeZ3icF9e5q/Aa0rrlcfLriddtM08TqkjlRzLpg3iuCVSb3y3kjKLp/edM7FXDhOLmdmXSe+TrUS6M79ho7xmaOGIeDIiLo6IQ4HNSE2Bdy9vNFKHMPewfL4k0hPiovtZvndUSO99Da3zAlJTua9HxEUR8VdgNYa5yR0RSyPi/Ij4NKlAtSmpOZ2Z9b/rSNfs/Ab50cKIeJSUX5Wv6e1JN7wayi3yhs3nSGWqclmsrFV57mWkiuPnI+LSiLiZzp94tlu2Wy4PVeqo6mVdjgUal0+Hcz2pwr1ug/S+a2ih/J3+MiL2Jz3FfT3wXysQY634Sa2NlotIzVrOlvQZ4GZgXVKnKhdFxGWk9wCulHQo8EvSOwl7DLPdr5FekL+F9E6uSD2Pfj8iFpPejdhB0qmkXkofAGYAV0k6Afg+sJCUSb0tIvaLiEWSTgZmSLqflGEfTueZj5kNmIiYLekm4IukjkS+K+lhUrPkCaTmY+tFxFGSdic1GbsUeIjUMcpqpBt8jfwfcKikeaQmcweQCl/3FJa5GPiOpLeT3oPdj9Q88LY8/1+k/g+mS7qD9O7dN0lPaxuStA+pvHA16f3h95AKh39vJ03MrHIzSR01/VzSDFLFbQPg3aR3ZBeS8oEjJf0d+BPwflLrui2H2XbLfC4vcxuwi6RLSGWxfzXYTtPyHOm93WXAgZJmkl5X+0onCdBB2e5i4COSziGl0xdYvr404liy24BVlHqpvp70oGjxMMcwT9JpwCxJB5NuVqxJKi//IyLOlHQQ6Tfhz6R8ehqpReSdKxBjrfhJrY2KiAjgLaTM4gekwtYvSD1+3p2XuQr4KOn/3M4ldaJyxDDb/TWp4vtmUqZwCalgONTE4nBSge5WUuZERMwlNfebnJefQ+qhrvgO8CHA70m9//2e1GPgpSty7GY2cL5FyssuBD5CaqI2h9Q8bV/gn3m5h4F3km763UzKdz6Wb/I12+6PSK9PXE36DT+ttMwPC8MVpJt2Zw3NzM3P3kN6KnwDqbB7GKmQ1szD+Xguy+tMBfaMiH+2WMfM+kR+nWE7UtnoN8CNpGt/Gc9c+8eSKrZHk67zPYCpETFnmG2fROt8DlKPyK8jvcd7fZPtNC3PRcT9wIdI+eVNpIr0QW0eflE7ZbujSGXVs0n/KePyYszdiiUirgROIPWafD/wmTZX/TDpd+Bo0u/GeaQy7fw8fyGpF+s/kiq9U4A3D1dhHguU6hpmZmZmZmaDQ+l/eD8QEftUHYuNjJ/UmpmZmZmZWW25UmtmZmZmZma15ebHZmZmZmZmVlt+UmtmZmZmZma15UqtmZmZmZmZ1ZYrtWZmZmZmZlZbrtSamZmZmZlZbblSa2ZmZmZmZrXlSq2ZmZmZmZnV1v8DT5XtoTUy3SEAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plot4(det2.resid, det2.predict(sm.add_constant(X[1:])), ax)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "det2.model.b, det2.model.b2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Oax-acnD2lun",
        "outputId": "5c709355-ed11-4da8-c80e-5f9a8ae9ae37"
      },
      "id": "Oax-acnD2lun",
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(130.8317363248309, 130.8317363248283)"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c6285d41",
      "metadata": {
        "id": "c6285d41"
      },
      "source": [
        "##### Stochastic trends"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "924c6c91",
      "metadata": {
        "id": "924c6c91"
      },
      "source": [
        "Trend in $y_t$:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "id": "e7cc368f",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e7cc368f",
        "outputId": "ff381df2-a0ad-49fb-b6b1-101a9fd6a5f5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -6.380000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       1.000000\n",
            "Number of Observations Used    149.000000\n",
            "Critical Value (1%)             -3.475018\n",
            "Critical Value (5%)             -2.881141\n",
            "Critical Value (10%)            -2.577221\n",
            "dtype: float64\n"
          ]
        }
      ],
      "source": [
        "adf_test(texts_sent)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "dbfd328d",
      "metadata": {
        "id": "dbfd328d"
      },
      "source": [
        "Trend in $\\Delta y_t$:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "id": "5c8f9ed5",
      "metadata": {
        "scrolled": true,
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5c8f9ed5",
        "outputId": "44b21dbd-18eb-4d64-8af7-b89b9a945fb1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -5.080000\n",
            "p-value                          0.000000\n",
            "#Lags Used                      13.000000\n",
            "Number of Observations Used    136.000000\n",
            "Critical Value (1%)             -3.479372\n",
            "Critical Value (5%)             -2.883037\n",
            "Critical Value (10%)            -2.578234\n",
            "dtype: float64\n"
          ]
        }
      ],
      "source": [
        "adf_test(sent_diff.iloc[1:])"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "8017de68",
      "metadata": {
        "id": "8017de68"
      },
      "source": [
        "### Plots"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "id": "a9ec3092",
      "metadata": {
        "scrolled": true,
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 314
        },
        "id": "a9ec3092",
        "outputId": "d3a9d4b7-2406-4b5f-823f-0d6060e1a4d6"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(10,3.5))\n",
        "plt.subplots_adjust(left, bottom, right, top, wspace, hspace)\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "plot1(texts_sent, title=\"Zelenskyy's daily sentiments ($y_t$)\", ylabel='$y_t$')\n",
        "plt.plot(texts_sent.index, X[:,1]* det1.beta_mu[1] + det1.beta_mu[0], c='#1f77b4',lw=.75, alpha=.75)\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "plot1(sent_diff, title=\"Changes in Zelenskyy's daily\\n sentiments ($\\Delta y_t$)\", ylabel='$\\Delta y_t$')\n",
        "\n",
        "plt.savefig('plots/plot1.png', bbox_inches='tight', dpi=300, transparent=True)\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2e936adb",
      "metadata": {
        "id": "2e936adb"
      },
      "source": [
        "Plotting ACF and PACF:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "id": "a0a59761",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "id": "a0a59761",
        "outputId": "7bb346e2-c6ca-4180-fbf5-aae9c3d89f09"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(10,3.5))\n",
        "plt.subplots_adjust(left, bottom, right, top, wspace, hspace)\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "acf_value, acf_interval, _, _ = acf(texts_sent,nlags=nlags,qstat=True,alpha=0.15, fft=False)\n",
        "plot_acf(acf_value, acf_interval, nlags=nlags, title=\"Zelenskyy's daily sentiments ($y_t$)\", xlabel='Lags', ylabel='ACF')\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "acf_value, acf_interval, _, _ = acf(sent_diff.iloc[1:],nlags=nlags,qstat=True,alpha=0.05, fft=False)\n",
        "plot_acf(acf_value, acf_interval, nlags=nlags, title=\"Changes in Zelenskyy's daily\\n sentiments ($\\Delta y_t$)\", xlabel='Lags', ylabel='ACF')\n",
        "\n",
        "plt.savefig('plots/plot_acf1.png', bbox_inches='tight', dpi=300, transparent=True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "id": "43394532",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        },
        "id": "43394532",
        "outputId": "ff4d31df-dc76-4415-8f9e-0b3cf3e72e28"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(10,3.5))\n",
        "plt.subplots_adjust(left, bottom, right, top, wspace, hspace)\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "acf_value, acf_interval = pacf(texts_sent,nlags=nlags,alpha=0.05)\n",
        "plot_acf(acf_value, acf_interval, nlags=nlags, title=\"$y_t$\", xlabel='Lags', ylabel='PACF')\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "acf_value, acf_interval = pacf(sent_diff.iloc[1:],nlags=nlags,alpha=0.05)\n",
        "plot_acf(acf_value, acf_interval, nlags=nlags, title=\"$\\Delta y_t$\", xlabel='Lags', ylabel='PACF')\n",
        "\n",
        "plt.savefig('plots/plot_pacf1.png', bbox_inches='tight', dpi=300, transparent=True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Detrending $y_t$:"
      ],
      "metadata": {
        "id": "qZhcJLf-tnRN"
      },
      "id": "qZhcJLf-tnRN"
    },
    {
      "cell_type": "code",
      "source": [
        "texts_sent.loc[:,'sent']=det1.resid\n",
        "texts_sent['sent']=(texts_sent.sent-texts_sent.sent.mean())/texts_sent.sent.std()\n",
        "texts_sent = pd.DataFrame(texts_sent.sent)\n",
        "\n",
        "sent_diff=texts_sent.diff()\n",
        "sent_diff.columns=['sent_diff']"
      ],
      "metadata": {
        "id": "LzNUGG8ss30o"
      },
      "id": "LzNUGG8ss30o",
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "0fcfae2e",
      "metadata": {
        "id": "0fcfae2e"
      },
      "source": [
        "## Preparing events data"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0e36b44b",
      "metadata": {
        "id": "0e36b44b"
      },
      "source": [
        "Loading data:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "id": "8725e66f",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8725e66f",
        "outputId": "d3437500-6b4f-4e39-f64b-70a1c06af1b8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 106 ms, sys: 11.2 ms, total: 117 ms\n",
            "Wall time: 512 ms\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(15647, 27)"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ],
      "source": [
        "%%time\n",
        "ev = pd.read_csv('https://github.com/felipemaiapolo/zelenskyy_speeches/raw/main/data/events_dedup.csv')\n",
        "ev.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9b26134f",
      "metadata": {
        "id": "9b26134f"
      },
      "source": [
        "Summing events per day and visualizing dataset:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "id": "b40b8a50",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 388
        },
        "id": "b40b8a50",
        "outputId": "ffb0309c-c119-4cf2-eb9d-511d66be9cd5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              longitude     latitude  t_mil_pred  t_loc_pred  t_san_pred  \\\n",
              "date                                                                       \n",
              "2022-02-24  4052.705582  5971.412508  109.857022   93.111370   18.136491   \n",
              "2022-02-25  4950.493855  7298.343440  130.116384  121.401728   16.463197   \n",
              "2022-02-26  4812.651585  7097.688480  125.494067  127.398139   17.314890   \n",
              "2022-02-27  3609.816398  5344.261900   96.043107   92.152840   13.456695   \n",
              "2022-02-28  4195.992044  6244.838853  110.959410   96.603806   16.439115   \n",
              "\n",
              "            a_rus_pred  a_ukr_pred  a_civ_pred  a_other_pred  t_aad_pred  \\\n",
              "date                                                                       \n",
              "2022-02-24   60.875789   47.450966    5.437861      1.427909    4.960525   \n",
              "2022-02-25   67.950608   50.294150    5.085644      1.662628    5.543202   \n",
              "2022-02-26   71.848212   40.725767    4.077661      3.467063   14.491798   \n",
              "2022-02-27   52.533880   36.372552    5.139907      0.769223    1.802862   \n",
              "2022-02-28   66.911337   39.552088    3.152320      0.444821    5.772468   \n",
              "\n",
              "            t_airstrike_pred  t_armor_pred  t_arrest_pred  t_artillery_pred  \\\n",
              "date                                                                          \n",
              "2022-02-24         11.338462      6.328168      11.011081         47.998466   \n",
              "2022-02-25         19.001246     11.806195      14.999995         62.999316   \n",
              "2022-02-26         36.999983     12.523128      16.915091         58.001552   \n",
              "2022-02-27         21.993399     10.415211       9.746614         40.000816   \n",
              "2022-02-28         26.998492     11.848148      10.935880         45.678894   \n",
              "\n",
              "            t_control_pred  t_killing_pred  t_firefight_pred  t_ied_pred  \\\n",
              "date                                                                       \n",
              "2022-02-24       12.635208        2.023776         22.241413   19.417735   \n",
              "2022-02-25       13.879248        4.356137         29.587904   11.637342   \n",
              "2022-02-26       10.027922        8.781244         23.091549   12.787675   \n",
              "2022-02-27       14.425043        8.115976          8.357317    8.451923   \n",
              "2022-02-28       16.003356        4.541267         13.717476    5.835996   \n",
              "\n",
              "            t_property_pred  t_raid_pred  t_occupy_pred  t_cyber_pred  \\\n",
              "date                                                                    \n",
              "2022-02-24        23.982200    17.131920       8.281532     12.185710   \n",
              "2022-02-25        28.868063    19.488778       5.344244      9.625978   \n",
              "2022-02-26        26.989719    20.461472       0.308828      5.191870   \n",
              "2022-02-27        16.999841    12.803904       2.276302      5.964999   \n",
              "2022-02-28        18.998829    19.372843       1.301031      4.954696   \n",
              "\n",
              "            t_hospital_pred  t_milcas_pred  t_civcas_pred  t_nmil_pred  \n",
              "date                                                                    \n",
              "2022-02-24         7.974127      18.999871      31.491362    48.948861  \n",
              "2022-02-25         2.996981      12.995322      40.451224    59.727994  \n",
              "2022-02-26         7.999972      10.000585      35.681344    48.564390  \n",
              "2022-02-27         9.995680      18.032297      35.704232    44.187117  \n",
              "2022-02-28         6.001370       6.030555      30.077016    52.047545  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-869b8865-a6b6-480a-940e-78567d089b4d\">\n",
              "    <div class=\"colab-df-container\">\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>longitude</th>\n",
              "      <th>latitude</th>\n",
              "      <th>t_mil_pred</th>\n",
              "      <th>t_loc_pred</th>\n",
              "      <th>t_san_pred</th>\n",
              "      <th>a_rus_pred</th>\n",
              "      <th>a_ukr_pred</th>\n",
              "      <th>a_civ_pred</th>\n",
              "      <th>a_other_pred</th>\n",
              "      <th>t_aad_pred</th>\n",
              "      <th>t_airstrike_pred</th>\n",
              "      <th>t_armor_pred</th>\n",
              "      <th>t_arrest_pred</th>\n",
              "      <th>t_artillery_pred</th>\n",
              "      <th>t_control_pred</th>\n",
              "      <th>t_killing_pred</th>\n",
              "      <th>t_firefight_pred</th>\n",
              "      <th>t_ied_pred</th>\n",
              "      <th>t_property_pred</th>\n",
              "      <th>t_raid_pred</th>\n",
              "      <th>t_occupy_pred</th>\n",
              "      <th>t_cyber_pred</th>\n",
              "      <th>t_hospital_pred</th>\n",
              "      <th>t_milcas_pred</th>\n",
              "      <th>t_civcas_pred</th>\n",
              "      <th>t_nmil_pred</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2022-02-24</th>\n",
              "      <td>4052.705582</td>\n",
              "      <td>5971.412508</td>\n",
              "      <td>109.857022</td>\n",
              "      <td>93.111370</td>\n",
              "      <td>18.136491</td>\n",
              "      <td>60.875789</td>\n",
              "      <td>47.450966</td>\n",
              "      <td>5.437861</td>\n",
              "      <td>1.427909</td>\n",
              "      <td>4.960525</td>\n",
              "      <td>11.338462</td>\n",
              "      <td>6.328168</td>\n",
              "      <td>11.011081</td>\n",
              "      <td>47.998466</td>\n",
              "      <td>12.635208</td>\n",
              "      <td>2.023776</td>\n",
              "      <td>22.241413</td>\n",
              "      <td>19.417735</td>\n",
              "      <td>23.982200</td>\n",
              "      <td>17.131920</td>\n",
              "      <td>8.281532</td>\n",
              "      <td>12.185710</td>\n",
              "      <td>7.974127</td>\n",
              "      <td>18.999871</td>\n",
              "      <td>31.491362</td>\n",
              "      <td>48.948861</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-25</th>\n",
              "      <td>4950.493855</td>\n",
              "      <td>7298.343440</td>\n",
              "      <td>130.116384</td>\n",
              "      <td>121.401728</td>\n",
              "      <td>16.463197</td>\n",
              "      <td>67.950608</td>\n",
              "      <td>50.294150</td>\n",
              "      <td>5.085644</td>\n",
              "      <td>1.662628</td>\n",
              "      <td>5.543202</td>\n",
              "      <td>19.001246</td>\n",
              "      <td>11.806195</td>\n",
              "      <td>14.999995</td>\n",
              "      <td>62.999316</td>\n",
              "      <td>13.879248</td>\n",
              "      <td>4.356137</td>\n",
              "      <td>29.587904</td>\n",
              "      <td>11.637342</td>\n",
              "      <td>28.868063</td>\n",
              "      <td>19.488778</td>\n",
              "      <td>5.344244</td>\n",
              "      <td>9.625978</td>\n",
              "      <td>2.996981</td>\n",
              "      <td>12.995322</td>\n",
              "      <td>40.451224</td>\n",
              "      <td>59.727994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-26</th>\n",
              "      <td>4812.651585</td>\n",
              "      <td>7097.688480</td>\n",
              "      <td>125.494067</td>\n",
              "      <td>127.398139</td>\n",
              "      <td>17.314890</td>\n",
              "      <td>71.848212</td>\n",
              "      <td>40.725767</td>\n",
              "      <td>4.077661</td>\n",
              "      <td>3.467063</td>\n",
              "      <td>14.491798</td>\n",
              "      <td>36.999983</td>\n",
              "      <td>12.523128</td>\n",
              "      <td>16.915091</td>\n",
              "      <td>58.001552</td>\n",
              "      <td>10.027922</td>\n",
              "      <td>8.781244</td>\n",
              "      <td>23.091549</td>\n",
              "      <td>12.787675</td>\n",
              "      <td>26.989719</td>\n",
              "      <td>20.461472</td>\n",
              "      <td>0.308828</td>\n",
              "      <td>5.191870</td>\n",
              "      <td>7.999972</td>\n",
              "      <td>10.000585</td>\n",
              "      <td>35.681344</td>\n",
              "      <td>48.564390</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-27</th>\n",
              "      <td>3609.816398</td>\n",
              "      <td>5344.261900</td>\n",
              "      <td>96.043107</td>\n",
              "      <td>92.152840</td>\n",
              "      <td>13.456695</td>\n",
              "      <td>52.533880</td>\n",
              "      <td>36.372552</td>\n",
              "      <td>5.139907</td>\n",
              "      <td>0.769223</td>\n",
              "      <td>1.802862</td>\n",
              "      <td>21.993399</td>\n",
              "      <td>10.415211</td>\n",
              "      <td>9.746614</td>\n",
              "      <td>40.000816</td>\n",
              "      <td>14.425043</td>\n",
              "      <td>8.115976</td>\n",
              "      <td>8.357317</td>\n",
              "      <td>8.451923</td>\n",
              "      <td>16.999841</td>\n",
              "      <td>12.803904</td>\n",
              "      <td>2.276302</td>\n",
              "      <td>5.964999</td>\n",
              "      <td>9.995680</td>\n",
              "      <td>18.032297</td>\n",
              "      <td>35.704232</td>\n",
              "      <td>44.187117</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-28</th>\n",
              "      <td>4195.992044</td>\n",
              "      <td>6244.838853</td>\n",
              "      <td>110.959410</td>\n",
              "      <td>96.603806</td>\n",
              "      <td>16.439115</td>\n",
              "      <td>66.911337</td>\n",
              "      <td>39.552088</td>\n",
              "      <td>3.152320</td>\n",
              "      <td>0.444821</td>\n",
              "      <td>5.772468</td>\n",
              "      <td>26.998492</td>\n",
              "      <td>11.848148</td>\n",
              "      <td>10.935880</td>\n",
              "      <td>45.678894</td>\n",
              "      <td>16.003356</td>\n",
              "      <td>4.541267</td>\n",
              "      <td>13.717476</td>\n",
              "      <td>5.835996</td>\n",
              "      <td>18.998829</td>\n",
              "      <td>19.372843</td>\n",
              "      <td>1.301031</td>\n",
              "      <td>4.954696</td>\n",
              "      <td>6.001370</td>\n",
              "      <td>6.030555</td>\n",
              "      <td>30.077016</td>\n",
              "      <td>52.047545</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ],
      "source": [
        "ev.date=pd.to_datetime(ev.date, format='%Y%m%d')\n",
        "ev = ev.resample('D', on='date').sum()\n",
        "ev = ev.loc['2022-02-24':]\n",
        "ev.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "03ff4d25",
      "metadata": {
        "id": "03ff4d25"
      },
      "source": [
        "Selecting columns:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "id": "01b9557d",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "01b9557d",
        "outputId": "3a610ed8-c83b-42ae-a0d2-51ae6587e44c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(152, 21)"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ],
      "source": [
        "events1=['a_rus_pred',\n",
        "         'a_ukr_pred',\n",
        "         'a_civ_pred',\n",
        "         'a_other_pred']\n",
        "events2=['t_mil_pred',\n",
        "         't_nmil_pred']\n",
        "events3=['t_aad_pred',\n",
        "         't_airstrike_pred',\n",
        "         't_armor_pred',\n",
        "         't_arrest_pred',\n",
        "         't_artillery_pred',\n",
        "         't_civcas_pred',\n",
        "         't_control_pred',\n",
        "         't_cyber_pred',\n",
        "         't_firefight_pred',\n",
        "         't_hospital_pred',\n",
        "         't_ied_pred', \n",
        "         't_milcas_pred',\n",
        "         't_occupy_pred',\n",
        "         't_property_pred',\n",
        "         't_raid_pred']\n",
        "\n",
        "events=events1+events2+events3\n",
        "ev=ev.loc[:,events]\n",
        "ev.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "id": "5d51acd4",
      "metadata": {
        "id": "5d51acd4"
      },
      "outputs": [],
      "source": [
        "ev.columns=['rus', \n",
        "            'ukr', \n",
        "            'civ', \n",
        "            'other', \n",
        "            'mil',\n",
        "           'nmil', \n",
        "            'aad', \n",
        "            'airstrike', \n",
        "            'armor',\n",
        "           'arrest', \n",
        "            'artillery',\n",
        "            'civcas', \n",
        "            'control',\n",
        "           'cyber', \n",
        "            'firefight',\n",
        "            'hospital', \n",
        "            'ied',\n",
        "           'milcas', \n",
        "            'occupy',\n",
        "            'property',\n",
        "            'raid']\n",
        "\n",
        "events1=list(ev.columns[:4])\n",
        "events2=list(ev.columns[4:6])\n",
        "events3=list(ev.columns[6:])"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0b289cc5",
      "metadata": {
        "id": "0b289cc5"
      },
      "source": [
        "Plotting:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "id": "76fb3231",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "76fb3231",
        "outputId": "e43d1df0-d870-498f-f202-aec21b0a0f8f"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "ev.plot()\n",
        "plt.legend(bbox_to_anchor=(1.325, .98), loc='upper right', borderaxespad=.0)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f9017508",
      "metadata": {
        "id": "f9017508"
      },
      "source": [
        "Diff.:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "id": "04c8db8f",
      "metadata": {
        "id": "04c8db8f"
      },
      "outputs": [],
      "source": [
        "ev=ev.diff().iloc[1:]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "id": "9fa3a1d6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 353
        },
        "id": "9fa3a1d6",
        "outputId": "e30c964a-6ed1-4510-8d30-0981ee712039"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "ev.plot()\n",
        "plt.legend(bbox_to_anchor=(1.325, .98), loc='upper right', borderaxespad=.0)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "ACFs and PACFs"
      ],
      "metadata": {
        "id": "Yj6ZJs40fjKX"
      },
      "id": "Yj6ZJs40fjKX"
    },
    {
      "cell_type": "code",
      "source": [
        "for j in range(ev.shape[1]):\n",
        "  plt.figure(figsize=(10,3.5))\n",
        "  plt.subplots_adjust(left, bottom, right, top, wspace, hspace)\n",
        "\n",
        "  plt.subplot(1, 2, 1)\n",
        "  acf_value, acf_interval, _, _ = acf(ev.iloc[:,j],nlags=nlags,qstat=True,alpha=0.15, fft=False)\n",
        "  plot_acf(acf_value, acf_interval, nlags=nlags, title=list(ev.columns)[j], xlabel='Lags', ylabel='ACF')\n",
        "\n",
        "  plt.subplot(1, 2, 2)\n",
        "  acf_value, acf_interval = pacf(ev.iloc[:,j],nlags=nlags,alpha=0.05)\n",
        "  plot_acf(acf_value, acf_interval, nlags=nlags, title=list(ev.columns)[j], xlabel='Lags', ylabel='PACF')\n",
        "\n",
        "  plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "2Hn5zjwucfcc",
        "outputId": "4bac0516-5fc7-44b8-f1b7-d26698157a81"
      },
      "id": "2Hn5zjwucfcc",
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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R/56ZozJrRCwD3llt0whzKtc9VufJw4vKde0Qf7axTzlqBbdu2105gfjgMGd0r5zR/93I8wdm+fxGmM3Yj1m1hLu397J/qJIrdvUO0BnBGd0rZ9z3mcavN/ao75maiRGHLF046/+/qQq5k4DNkzz+Y+AJs4o8sRXA2Hf1MaBrgraPjWm3IiJi7NyRiLiQyu4JjlrTzSHf/RaPHfcEVjywjY6BfezYcCqrt2xm36rVDC9cyLLtD/IHp5zEkq23s/j7D/LoCRs47I6f0Lf6CACW7tjOzhOfyKFbt5ALOti9bj2r7rydvUccxYLBQZbs2sHf7VrFSfdu4RfO6KZnTTeH3rOVnqO6Wbi3lyW7d7H95FM54rbNDC5dRu/qI1l1313sXruOxbt3sXhPDx/dcxgb7t3Cz//MCfSvXMXK++9l1zHrWb7jYRb27T3w/H0rVzG4bDldD27j0WNPoOuhbXzrpm1sOeZkXrdiJ32rDmNo4UJWbH+IncefxKr77iKGhthxwskcfset7K2OadmO7Txy4ims3nobf7Kkg+1HruXw71/HniPW0DE4yNJdOw/E3L948aRj+rc7e3lk5WpevXrfqDGNPN6/omvSMV117wC9C5fw8qOGD4yps7//wOOTjelNHfdUxnTHraPGlB0d7DpmPYfdefu4YzqvH741sJyf3XEXj64+go6H+lnV18Oyn/0ZDv/+dRP+ncaO6QfX3si9RxzDbx2zYMq/03hj+v51m9l65HG8Zs3AlH+nsWN67erqmB7tmtbfaeyYvvHd21mxt4fTX/Csaf2dxo7pDcseqoypGn+6n73TtvyYO9Y+geMfuJN9g8P8eOXRnPjwPTy0cjWLfzLEkl07DvyPDi1awp6juznk7p/Wl2nG99fABcBtEfFh4Nbq8idSORAigPc0KNacynUn3ruFZxaQ6zr7+yvPv+82fu7sk2ec67Kjg09vX8LxD2zl6b/w5FLluqdvvZXTThwZ0508suAUVv/gpilz3ciYnn7PVp70xG7isV2s6NvO9s5Tp53r7hxezK3X/zdbD13LxoV7OKVrAfHUp7Yk1y05Yg1Hdvaw/bF7uWXNEzjt3p9wzNrVLN3fyaHfv3Han71v33Ant649kT9cuWvaue7pD25jxaFH8+gDW8m+Pu5beQrP2buNrp1rGeqZ+rN3wWP38rXOo3jazp+yt38/t67qZsOOe9jw1Cey+Cf/PatcF5PNlY2I3cCzM/OGCR7fCFybmQfNoZutiDgL+E5mLqtZ9qfAszLz+WPaPgb8Umb+V/X+U4FvZuZ4ifCAjRs35g03jDukg/T09NDVNenLTeg3PvFd9g8nH37FU2b1/Ndd8UOGh4f4+KufNqvnwuOXqZqNvt49LF2+YlbPrTd+PWOvRyOOWi3r2IuM/eZ/vfnA1sTdj+7mvj2VvNS9ainfecuzJ3xeRPwwMzc2si8RcRyVU5Ccy+NXt0ngGuAPM/POBsWZU7luYGi4sM98kf9zZf5/HzHTXD8yFWLLA5X1kPVHrmBxx4IZz6cueuxFf8/M5KjVyXLdVFvk/pvK0VQTZYJfYfItdrNxG9AZESdl5u3VZWdMEGdz9bH/mqKdWuh7W3ewdXsvg8PDvPlfby7VKTzOPmE1Z5+wuq4iVjM3crR07STgpQs7uOjcDS3vS2beDfxqRBwKnEilmLs9Mx9tcChzXRsYyVeZQ6XLV0Up86lL2sHI98yKHJz1ylOtqQ52+DTwlxHxgrEPRMR5wMVUDp1vmMzsBTYB74yI5RFxDvAC4DPjNL8CeFNEdEfEWuBPgcsb2R/NzMia2si8wJFTeHxv644pnjk3jHwpbHmohzf/683zZtz1GjlYYvXyRQSVLXHvPf+0us6tVK/MfDQzf5CZ/5WZj0bEsRFxSUTcPfWzp/X65rqCzfd8NVsjE/bXH7niwGlPapertaY6j9wnI+JZwFURsYXR80VOBj6fmZ9sQr9eR6WIfBjYAbw2MzdHxDOAr2bmyCfnE8AJwC3V+5+sLiu9sq4lzuc1tYm+FKAc56Er+jM3spa6ZKifQw85pGVxJxMRC6mc9uN3gedQ2Yp2eQNDzPtcV6T5nK/qMRfOG1l0vmukqXatkpkvj4gvAy+jUrwFlYLu7Zl5ZUQ8NzP/o5GdysydVJLn2OXXUZn0O3I/gTdXb3NGbUHQGbO79EpRuzZr19TGWz4dZf0HK/OXQr2fubkmIp5EpXh7OdAHdAPPz8yvNjLOfM91RavNV6s697Nr/+jlGt94UyHKcuoSmHv5bqpdqwBk5pWZeV5mnpqZT6Jy9NbJEfFTKhOA1UD1nJi26F0F9Z5jp+j+16MRuxtGitg7H+lt6a5ZT4ZcERGviYjvAd8DDqVyCqbjqRzs0JBdqmofjchX83EqxdipEGU7cfxcy3dTbpEbEREdVOZvvIbKARA3U9m0/4XmdG3+qmctseitQvWuqRXd/3rUu7uhyLVEt0wc8AngvVSOHN03srByhSzNNfXkq7JPpajXyFSIMppr+W7KLXIRsSEiLgXup3Li3xup7F59RWZ+oFGH4utx9awlFj0Jtd41tdr+P/nopQctb2f1nim9yLXEMl+up8E+SuVqNddFxBsi4oiiO6TmqSdfzbWtOq1W1N4HmHv5btItchFxHfBk4IvASzLzW9Xlf96Cvs1b9awltsMk1HrW1Nqh/7M1MuZNP9rGzt4BDlu+aEbz+4pcSyz7nJdGycw3RMSfUbl01muAD0TE/6Wy8rqw0M6pKWZ7yqFGzAeer4qeozbX8t1Uu1Z/lspFnS/LTM9ZNAsdC4JDFncynJAJw2TlZyYJZFYu05FUlsHogmC4fz+rZ1AQlP0DWvb+l7WIreczN9dk5gDwOeBzEbGeykEPpwPXR8RXgS9k5ucL7KLaQJlXOotW9BSauZbvpirkfoZKEvt2RNxF5VxGn2t2p+aSAJYtnPZUxAOF3fOffDS/durR9PT0sKKri1HX35j4Dr/6pKNgCD7yjTt4aPc+jjpkCb/3rON53pOOYuJnHbwggY7BTlYsns5GiBznt4kWTO6XT1kDw/CP121lZ08/CxZ38MpzjuOXTlkz+ctm7a958EP5eJPa3o69sMlI28FYcOAC8I138JuSwPlndXPZf25lYP8wAzlM//4hFncu4PyzuulcEAf1deJXG1meoxpM9afwZMgHrqd6KZUjSRcC/wG8AXg78Dwq+fAKwEJuniv7SmeR2mGO2lzKd1OdR+5G4A+rl415MfA7wAeozK37HxHxQBPOdj6vRQQdASNXBlrYsYBFHTMrKF54VjcvbMCJVIc6O1i2sKPu15mpF57ZzQvP7K7rkkH1WjS0kK5lrV2zfuEZ3cQwXHrNFu7bvZeOxcv4o3NP5LwzmvfFMPYSfQn0DA/QtXzxBO1nEWOGj+7dU+iuqXcArwb+BdgH/Cbwscx8MfAV4CsRcWRx3VO7qHcqxXzm1szGmtamourRW58BPhMRJ1JZK30j8O6IuDYzn9fEPkrzxnlndXPeWa0rYscejRnAgggWTHSUZsMP3jz4BQs+QvR84DWZ+b+rffks8J2I6MjMIYDMfLjIDrarRR0LOHrFkhk/7+obt7F5224yh7jgw9dP67qT48UGZhV/RE8O0jXD57/w9G5eeHp9K1qLOhYwRNbV93rNZuz1eNEZ3Vy86Rb6BodYszR5qC9YurCDC88/reXvQ6vHPip2z2BDXmfG+44y847MfAuwDngJ4MxOSXPFOuC6kTvVi9TvB9YW1qM57Oobt3HxplsYqO6e3Larj4s33cLVN3rk51x23lndvPf80+hetbRtLslXZtOfvDVGde30S9WbJM0FHRy8crqfOnKlJnbpNVvoGxwataxvcIhLr9ky7S/1q2/cxo337GJgaJhz3nftrLboFWWk75lDpet7vVq992EuMzlJ0uMC+GxE9NcsWwL8Y0TsHVmQmb/e8p7NQffv6jvw+2GL4aG+g5dPZqItekDbF0S1fV+4oFx9V3tp1mF5klRG/0zl5Oc7am6fBe4ds0wNsHbV0hktH2uyLXrtrsx9V3txi5wkVWXmbxfdh/nkonM3HJj0PmLpwg4uOnfDtJ4/0Za76W7RK1K9WyOlEW6RkyQVot5J7/Vu0StSmfuu9uIWOUlSYeqZ9F7vFr0ilbnvai8WcpKkUhrZcnfpNVu4f1cfa1ctLc2Rn7V9H+rfS3eJ+q72YiEnSSqtkS16ZeQpONQIzpFrkpHzA33/zp2c875rPcGlpDnJXCcVy0KuCTxbuaT5wFwnFc9Crgk8P5Ck+cBcJxXPQq4JynxuI0maLnOdVDwLuSbw/ECS5gNznVQ8C7kmuOjcDSxd2DFqmecHkjTXmOuk4nn6kSYo87mNJGm6zHVS8SzkmqTM5zaSpOky10nFcteqJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSbVdIRcRh0XEVRHRGxF3R8TLJml7SUQMRsSemtsJreyvJM2GuU5SI7TjCYE/AgwAa4Azga9ExE2ZuXmC9p/PzJe3qnOS1CDmOkl1a6stchGxHHgR8LbM3JOZ3wa+DLyi2J5JUuOY6yQ1SlsVcsDJwP7MvK1m2U3AqZM85/kRsTMiNkfEa5vbPUlqCHOdpIZot12rK4DdY5Y9BnRN0P5K4DLgIeDpwBcjYldmfm5sw4i4ELgQYN26dfT09EyrQ729vdPreZMUGd+xF8exz3nmOuO3Reyi4zv2+rW0kIuIbwLPnODh7wB/BKwcs3wlMG4myswf19y9PiI+BFwAHJTcMvMyKomQjRs3ZlfXRPnyYDNp2wxFxnfsxXHs5WWum535HN+xF6fsY29pIZeZz5rs8eq8kc6IOCkzb68uPgOYaPLvQSGAmH0PJal+5jpJrdJWc+QysxfYBLwzIpZHxDnAC4DPjNc+Il4QEYdGxdOANwBfal2PJWnmzHWSGqWtCrmq1wFLgYep7DZ47cjh+BHxjIjYU9P2pcAdVHZHXAG8PzP/ucX9laTZMNdJqlu7HexAZu4EzpvgseuoTBIeuf+bLeqWJDWUuU5SI7TjFjlJkiRNg4WcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSbVVIRcRr4+IGyKiPyIun0b7N0bEgxGxOyI+HRGLW9BNSaqb+U5SI7RVIQfcD7wb+PRUDSPiXOAtwHOA44ATgHc0tXeS1DjmO0l1a6tCLjM3ZebVwI5pNH8V8KnM3JyZjwLvAl7dxO5JUsOY7yQ1QlsVcjN0KnBTzf2bgDURsbqg/khSs5jvJI2rs+gO1GEF8FjN/ZHfuxhnDTciLgQuBFi3bh09PT3TCtLb21tfL+tUZHzHXhzHrjGmne/MdeWL79iLMxfG3rJCLiK+CTxzgoe/k5k/P8OX3AOsrLk/8vu4WSszLwMuA9i4cWN2dXVNO9BM2jZDkfEde3Ece3kVme/MdeWM79iLU/axt6yQy8xnNfglNwNnAFdW758BPJSZ05lvIklNY76T1CptNUcuIjojYgnQAXRExJKImKjYvAJ4TUQ8KSJWAW8FLm9NTyWpPuY7SY3QVoUcleTUR+Uw+5dXf38rQEQcGxF7IuJYgMz8GvAB4BvAPcDdwF8V0WlJmgXznaS6tdXBDpl5CXDJBI/dQ2XCb+2yDwIfbHrHJKnBzHeSGqHdtshJkiRpmizkJEmSSspCTpIkqaQs5CRJkkrKQk6SJKmkLOQkSZJKykJOkiSppCzkJEmSSspCTpIkqaQs5CRJkkrKQk6SJKmkIjOL7kPLRcR2Khedno7DgUea2J12ju/Yi+PYp+e4zDyimZ0pM3NdaeI79uKUZewT5rp5WcjNRETckJkb52N8x+7Y52P8+aro930+x3fsjr0e7lqVJEkqKQs5SZKkkrKQm9pl8zi+Y5+f8efz2Oezot/3+Rzfsc/P+A2J7Rw5SZKkknKLnCRJUklZyEmSJJWUhdwEIuKwiLgqInoj4u6IeFkLYy+OiE9V4/ZExP+LiOe1Kn5NP06KiH0R8dkCYr80In5Sff9/GhHPaFHc9RHx7xHxaEQ8GBEfjojOJsV6fUTcEBH9EXH5mMeeExG3RsTeiPhGRBzXqvgRcXZEfD0idkbE9oj4QkQc3YrYY9q8PSIyIp7byNgazVw3P3NdNfa8yHdF5rrJ4o9pM+t8ZyE3sY8AA8Aa4LeAj0XEqS2K3QncCzwTOAR4K3BlRKxvUfwRHwF+0OKYRMQvAe8HfhvoAn4B2Nqi8B8FHgaOBs6k8jd4XZNi3Q+8G/h07cKIOBzYBLwNOAy4Afh8q+IDh1KZhLseOA7oAf6pRbEBiIgnAC8GHmhwXB3MXDc/cx3Mn3xXZK6bLD5Qf75rSuVddhGxHHgR8OTM3AN8OyK+DLwCeEuz42dmL3BJzaJ/i4g7gacCdzU7PlTWEoFdwPXAia2IWeMdwDsz83vV+9taGPt44MOZuQ94MCK+BjTlSy0zNwFExEbgmJqHzgc2Z+YXqo9fAjwSEadk5q3Njp+ZX61tFxEfBr7VqLiTxa7xEeDPqXzRqEnMdfM618E8yXdF5rrJ4teoK9+5RW58JwP7M/O2mmU30aQP+FQiYk21T5tbFG8l8E7gTa2INyZ2B7AROCIi7oiI+6qb+5e2qAv/E3hpRCyLiG7gecDXWhR7xKlUPm/AgS+7n1LQ54/KVoKWfPYAIuLFQH9m/nurYs5j5rr5m+vAfDdWS3MdNCbfWciNbwWwe8yyx6hs+m6piFgI/Avwz43cGjOFdwGfysz7WhSv1hpgIXAB8Awqm/vPorLLpRX+k0oC2Q3cR2Uz/9Utij1iBZXPW62iPn+nA28HLmpRvC7gPcAftyKezHXM31wH5rsDWp3rqjEbku8s5Ma3B1g5ZtlKKvvPWyYiFgCfoTJ/5fUtinkm8Fzg71oRbxx91Z//kJkPZOYjwAeBX2124Or7/TUq8zWWU7mg8aFU5rC0Urt8/k4Evgr8cWZe16KwlwCfycy7WhRvvmuXz5q5roW5Dsx3tQrKddCgfGchN77bgM6IOKlm2Rm0dvdSAJ+istb2oswcbFHoZ1GZ+HlPRDwI/Bnwooj4USuCZ+ajVNYMa89U3aqzVh8GHEtlzkh/Zu6gMvG1JYm1xmYqnzfgwDymJ9Daz99xwH8A78rMz7QqLvAc4A3VI+geBNZRmfz+5y3sw3xirpufuQ7MdyPxisp10KB8ZyE3juo++k3AOyNieUScA7yAyhpjq3wMeCLw/Mzsm6pxA11G5Z/ozOrt48BXgHNb2Id/Av4oIo6MiEOBNwL/1uyg1TXiO4HXRkRnRKwCXgXc3Ix41RhLgA6gIyKWVA/9vwp4ckS8qPr424GbG727aaL41bky11JJ8B9vZMypYlNJbE/m8c/f/cDvU5kMrAYz183PXAfzK98Vmesmi0+j8l1mehvnRmVt5WqgF7gHeFkLYx9HZc1sH5XNziO33yrgfbgE+GyLYy6kcvTOLuBB4O+BJS2KfSbwTeBR4BHgSmBNE9/bHHO7pPrYc4Fbqex++SawvlXxgb+q/l772dvTqrGPaXcX8NxWfv7m281cd6Av8yrXVePPi3xXZK6bauxj2s0q33mtVUmSpJJy16okSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWcipbUXE5RHRkrOcS1KRzHeaLQs5SZKkkrKQUylFxJsi4uaI6I2IbRHxyeq1Amvb/E5E3BMReyPi/0TE6yIiax5fFxFfioid1Ta3RsRLWz4YSZqE+U6T6Sy6A9IsDQN/Amylcr3Gf6jeXgEQET8LfBK4mMpFmZ8JvGfMa3wUWAL8IrAb2NCCfkvSTJnvNCGvtaq2FRGXA4dn5q9No+2vAF8ClmbmcER8Djg0M3+lps1lwO9lZlTv3wx8MTPf0ZQBSNI0me80W+5aVSlFxLMj4usRcV9E9ACbgEXAUdUmpwD/NeZp3x9z/0PAWyPiuxHx7oh4anN7LUkzZ77TZCzkVDoRcRzwFeAnwIuBpwK/U3140XRfJzM/BRwP/BNwMnB9RFzS0M5KUh3Md5qKhZzKaCOVBPbGzPxuZt4GrB3T5lbgZ8Yse9rYF8rM+zLzssx8CfB24MJmdFiSZsl8p0l5sIPa3cqIOHPMstuprIT8SURsAs6mMhG41t8D346Ii4CrgV8AXljbICI+BHwVuA1YCfwK8OPGdl+Sps18pxlzi5za3TOAG8fc3g78MfAmKonod4E/q31SZn4X+D3gDcDNwHnA+4F9Nc0WUDny68fA14GHgFc1bSSSNDnznWbMo1Y1b0TE3wHPzczTiu6LJDWT+W7+cNeq5qzqboavA3uA5wJ/APxFoZ2SpCYw381fbpHTnBURnweeBRwC3Al8AvhQ+qGXNMeY7+YvCzlJkqSS8mAHSZKkkrKQkyRJKikLOUmSpJKykJMkSSopCzlJkqSSspCTJEkqqf8P9RvFXCel6OkAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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rli5u+t9+EZ99vd9xjTLXsR+1onJJ3Xq+J5blCMuX98z6deNNV8idBmyb4vkfAk+uuxeHWwWM/1QfB7omafv4uHarIiLGzx2JiIupHJ7ghOPXc9S3vs7jpzyZVQ/tomPoAHs2ncHa7ds40L2W0SVLWPHow/zBU09j+Y4fs+w7D7Pv1E2s+cmPGFh7LACdex5l71N+jqN3bCcXdfDEho103/Nj9h97AouGh1nes4e/7unmtAe28ytnrqf3+PUcff8Oek9Yz5L9/Sx/oodHTz+DY+/exnDnCvrXHkf3znt5Yt0Glj3Rw3P6ejn1OWdw9A//DyMr1jB44CCrv7OVnpM2snLPIywZ2H/o9QdWdzO8YiVdD+9i38mn0rV7F5d2DPLo6WdwzHduZqB7DSNLlrDq0d3sfdJpdO+8lxgZYc+pp3PMT+5if3VMK/Y8ymNPeSprd9zN/3/3Pu5fs443rOmn79jj6RgeprNn76GYB5ctm3JMf7SqOqbv3HxoTMv6eg89P7iqi8HV3ax+8IEJx3TdA0P0L1nOq08YPTSmxYODh56faky3//M32LN6Lb/5jOMOG1N2dNBz0kbW3PPjKcd0acf97D3uWFb86M5pf0/jx3TP6DLuuuUH7Dh6HZuX9PHUrkXE2WdP+nuaaEyXduxm98mnsOb735729zR+TDdufZDuvn0887fOndHvafyY/vCoHjp69rJv31Ez+j2Njek5D+9i1dEnsu+hHeTAADtXP5UX7N9F1951jPTOfN3b+i/fIiN4/r8/54i/p7G/0ZGly+k7cT1H3ffT+jLNxP4r8FLg7oj4CHBXdfnPUTkRIoC/bFCsBZXrnvLAds6dQ65b1tfLx/rWsOmB7fzyz586o/Vt/N/Qx/rWsGnn3fzSOafPOtdlRwefenQ5T3poB8/5lafPONdtPfZJHPzW91h9YDEHutbwjKHdPLBnPSeuTk7uGJ421/3isU9i/7e20tPZxUjnMo6+51F2nrCRc0f6OeY798wo1x3zk7u49sHKr/+318Wsc93R9+/gH3YvpvNAPxeesmxWuW5wdTffu2krDxx7Eq86adGMfk+1YzpjyRKec/Rudq8/hWMf2Uncex97Fs0813UMD3PLt+9m+0mnc8mqvbPOdT0PPMz373yAH5xwKr8+8AAnnHwC3RtOmPG69+YVuytj2tc1o9/ThLluUfD836g/18VUc2Uj4gngVzPz1kme3wzclJlHzKGbq4g4C/hmZq6oWfanwPMz88Xj2j4O/Fpmfrf6+Gzga5k5USI8ZPPmzXnrrRMO6Qi9vb10dU35dpN6+d9+i4OjyUde8+w5vR5goL+PzpUz28JrpEuuuY3R0RH+5nW/0PTY9ca/5JrbAPjY75495/hz+dzHJi9vf6jy3bzxuFUs61g0p93uc/29FzX2RrnkmttYxChfuOR5M2ofEbdl5uZG9iEiTqFyCZLz+dndbRK4EfjDzLynQXEWVK4bGhmd83pXb76pd72fS/w/+/wd7OkfOuLsxbUrl874jPNGnLVaxNgbFRvqyzdzjV+bq8dOtphrrp6rS665jQ6Sz1/yyzNqP1Wum26P3A+onE01WSZ4IVPvsZuLu4HFEXFaZv64uuzMSeJsqz733WnaqU18e8cedjzaz/DoKH/2+TuaesbuAjpzs61l5n3Ab0TE0cBTqBRzP87MfQ0OZa4rsbG5bGMF3PjlM3HOqWs559S1hW48taOFlqunO9nhU8CfR8RLxj8RERcAl1M5db5hMrMf2AK8OyJWRsRzgZcAn56g+TXApRGxPiLWAX8KXN3I/qg8xrayxuYkjp3O/+0de6Z5ZWPUJvba5N4Ok5cXoszcl5nfy8zvZua+iDg5Iq6IiPumf/WM3t9cV2IL6ASftlObq59+YucRy8tmykIuMz8BXAdcFxE/iojrqj93UUlAX6q2abRLgE7gEeCzwBszc1tEPC8i+mra/S3wT8CdVPYe3lBdphIb26t2z2P9/Nnn75hxIVb06fwm9oUnIpZExMsi4kZgB5Uz9a9uYAhzXUmV+czLhWDse2L77t5ZfU/AwsvV0x1aJTNfHRFfAl5J5SyroDIB+J2ZeW1EnJeZ/9rITmXmXirXTBq//GYqk37HHifwZ9UfLQC1e9UWx+wuktmIQx31GLuobm0xaWIvp4h4GpWL774aGADWAy/OzC83Mo65rrzG8lGRt6UrcipJkSY7+gIzu5jyQsvV0xZyAJl5LXDt2OOIOAl4XUT8FNgIdMxL79R26pm7UPQVt1shsas+EfF64A3A06jckvDlwNeBQaAhh1S1cIzNcStCvcVMmdU7x602V48OHiz9HZBmVMgBREQHlfkbr6dyAsQdVHbt/+P8dE3tqHavWvfig/QcPHz5VFphK6vIxK6G+FvgfVTOHD0wtrByhyypdSy0Cfuz4Ykmh5vuZAciYlNEXAk8SOXCv1upHF59TWZ+sFGn4ktQ39yFsStur125lKA1rrit0vkYlbvV3BwRb46IY4vukDSRRpxcNdf5yLWvncsctXqVfY7b2Gd3+84envv+m7h+a33zuKe71+rNwLeBo4HfzsxTM/PtVK6ppAWqnj/uetU7gficU9fywZc+k0+8dnPb3We2yMTaCGP9/8HOJxqS3OYiM98MrAM+BPwW8EBE3EBl43VJ0zskTaLeYqaes/yLvkJAmU80Gf/Z7eoZ4PItd9aV76bbI/eLVE57/+vM/Pqco7SxjkXByiUdLOtYREcJDs8U/QfqXrW5Kfr3Vq/a/ieNSW5zlZlDmfnZzDwPeCqVoxAPAbdExOcj4uVN75QmVfYNmLmqt5ip5yz/oq8QUObviYk+u4HhEa68cfuc33O6OXI/T+XMrW9ExL1UirrPzjlaGwpg9bKfbchnJsOjycHR5ODoaPX/ycgUd9hoplaYd7GQ5i40Syv83uoxVXK74KzmbWVX76d6JZUzSZcA/wq8GXgn8CIq+fAa4HNN65Qm1c4T/us9uaqe+chFXyEAyjsfufaz2/NYD7urd3R+sGdgildNbcpCLjO3An9YvW3My4DfBz5IZU/ev4+Ih+bhaucLWkSwtCNY2gG1J/uOZh4q6sYKvOHR5hd39fxxqzitkFjrUdv/J/Y9wc6+yrpfT3Kbo3cBrwP+ATgA/A7w8cx8GZVrt90QEcc1u1OaWNk3YOpVTzFTz1n+RV8hoMwm++zWdXdO0HpmZnr5kQNUrjb+6Yh4CpWt0rcA742ImzLzRXPugQBYNEmB1zs6RNeq5dO+fqp75s5UAo/3DR368jxuefLIgSAiWN/dyXErlh3WtnaqZB7+8LBJlJXn8shl1X/UvkvWLFs01MHKpVOvopOOeoqPI2cyxXNxByuX1HdVnXp+I7m4gxVj8XP691u6KHikbxD42c1BITiua9kRh18Oe68j3jsZjmDxosZPA5hqFe1atpjH+ger7X7WsJ7kNkcXAq/PzP8PICI+A3wzIjoyc6Tav0ea3akyWNqxiBNnkKsme+0IOevXf+OuRw/7u/jhA48Dlb+B2bzXXOM3Sm8OzyjPN9JFZ67n8i13MjA8wvGdye6BoHNJBxdf+IxpP4fa146Z6WvHK2LsRcY//HOvLOtc0sFl52+a83vO+PIjYzLzJ8DbIuLPgd+kspdOBWvE5RECeOuvbzq0kiUwmtC5eBGX/trpdBzx5T6/c/5yyWJWTVPIzZcYWkzXsuLmti+aZfzXnrNxwsT61vNOZ03n7LaSe0eG6Kop2pvhFWdvOOxLBaLu5DZHG4Cbxx5k5ncj4iCVEyAeaHZnNLV13Z3smmCvbQEbAKUzNmXhyhu3MzK4n/XdnVx2/qYZTWWofe2DPQOsm8Vr2109n/tk5vwtWd06/WL1RwvEfKxkmn9lT6wttN51AOOPexykjlyp+XPZ+Zsm3IApYAOglC44az0XnLWe3t5eurq65vRazV49n/tETE46QqNXMjVH2RNri6x3AXwmIgZrli0H/kdE7B9bkJm/1fSe6Qhl34CRGsFCTpJ+5u8nWPaZpvdCM1b2DRipXhZyklSVmb9XdB/UXNdv3cXW+3vIHOG577/JPXoqnWlv0SVJ0kJ0/dZdXL7lToZGGneVfanZLOQkSW3pyhu3H3aiBNR/lX2p2SzkJEltqfaC02uWTbxcanUWcpKktjTZ9ea8Dp3KxEJOktSWLjt/E53j7uDidehUNp61KklqSy10IWppzizkJEltq0UuRC3NmYdWJUmSSspCTpIkqaQs5CRJkkrKQk6SVJixW2TdvrOH577/Ju+qIM2ShZwkqRDeIkuqn4WcJKkQ3iJLqp+FnCSpEN4iS6qfhZwkqRDeIkuqn4WcJKkQ3iJLqp93dpAkFcJbZEn1s5CTJBXGW2RJ9fHQqiRJUkm1XCEXEWsi4rqI6I+I+yLilVO0vSIihiOir+bn1Gb2V5LmwlwnqRFa8dDqR4Eh4HjgWcANEXF7Zm6bpP3nMvPVzeqcJDWIuU5S3Vpqj1xErAQuAt6RmX2Z+Q3gS8Briu2ZJDWOuU5So7RUIQecDhzMzLtrlt0OnDHFa14cEXsjYltEvHF+uydJDWGuk9QQrXZodRXwxLhljwOTncp0LXAVsBt4DvCFiOjJzM+ObxgRFwMXA2zYsIHe3t4Zdai/v39mPZ/AyEjl1jMzjdXo+PUqMnbR8R17cYqO3yTmugbGbwT/5tovdtHxGxW7qYVcRHwNOHeSp78J/BGwetzy1cCE2SEzf1jz8JaI+DDwUuCI5JaZV1FJhGzevDlnc5r7XE6Jv37rLu7Y1cvQyCgv/Oj36ro2UpGn5Bd9OQDH3n6xWyF+vdop1wF0dHTU9fp64zeKf3PtF7vo+I2I3dRCLjOfP9Xz1XkjiyPitMz8cXXxmcBkk3+PCAHE3HvYGNdv3cXlW+5kaGQUgF09A1y+5U4AL3QptYF2yXVQyXdb7+9haGSU577/Ji/oKzVZS82Ry8x+YAvw7ohYGRHPBV4CfHqi9hHxkog4Oip+AXgz8MXm9XhiV964nYHhkcOWDQyPcOWN2wvqkaRWslBy3WQbrddv3VVwz6T20VKFXNUlQCfwCJXDBm8cOx0/Ip4XEX01bV8B/ITK4YhrgA9k5t83ub9HeLBnYFbLJbWl0uc6N1ql4rXayQ5k5l7ggkmeu5nKJOGxx7/TpG7NyrruTnZNULSt6+4soDeSWtFCyHVutErFa8U9cqV32fmb6FzScdiyziUdXHb+poJ6JEmNN9nGqRutUvNYyM2DC85az/sufAbruzsJYH13J++78BlOAJa0oLjRKhWv5Q6tLhQXnLXewk3SgjaW4668cTsP9gywrrvTs1alJrOQkyTNmRutUrE8tCpJklRSFnKSJEklZSEnSZJUUhZykiRJJWUhJ0mSVFIWcpIkSSVlISdJklRSFnKSJEklZSEnSZJUUhZykiRJJWUhJ0mSVFIWcpIkSSVlISdJklRSFnKSJEklZSEnSZJUUhZykiRJJWUhJ0mSVFIWcpIkSSVlISdJklRSFnKSJEklZSEnSZJUUhZykiRJJWUhJ0mSVFIWcpIkSSVlISdJklRSFnKSJEklZSEnSZJUUhZykiRJJdVShVxEvCkibo2IwYi4egbt3xIRD0fEExHxqYhY1oRuSlLdzHeSGqGlCjngQeC9wKemaxgR5wNvA14AnAKcCrxrXnsnSY1jvpNUt5Yq5DJzS2ZeD+yZQfPXAp/MzG2ZuQ94D/C6eeyeJDWM+U5SI7RUITdLZwC31zy+HTg+ItYW1B9Jmi/mO0kTWlx0B+qwCni85vHYv7uYYAs3Ii4GLgbYsGEDvb29MwrS399fXy/rVGR8x14cx65xZpzvzHXli+/Yi7MQxt60Qi4ivgacO8nT38zMX57lW/YBq2sej/17wqyVmVcBVwFs3rw5u7q6ZhxoNm3nQ5HxHXtxHHt5FZnvzHXljO/Yi1P2sTetkMvM5zf4LbcBZwLXVh+fCezOzJnMN5GkeWO+k9QsLTVHLiIWR8RyoAPoiIjlETFZsXkN8PqIeFpEdANvB65uTk8lqT7mO0mN0FKFHJXkNEDlNPtXV//9doCIODki+iLiZIDM/ArwQeDfgPuB+4C/KKLTkjQH5jtJdWupkx0y8wrgikmeu5/KhN/aZR8CPjTvHZOkBjPfSWqEVtsjJ0mSpBmykJMkSSopCzlJkqSSspCTJEkqKQs5SZKkkrKQkyRJKikLOUmSpJKykJMkSSopCzlJkqSSspCTJEkqKQs5SZKkkorMLLoPTRcRj1K56fRMHAM8No/daeX4jr04jn1mTsnMY+ezM2VmritNfMdenLKMfdJc15aF3GxExK2Zubkd4zt2x96O8dtV0Z97O8d37I69Hh5alSRJKikLOUmSpJKykJveVW0c37G3Z/x2Hns7K/pzb+f4jr094zcktnPkJEmSSso9cpIkSSVlISdJklRSFnKTiIg1EXFdRPRHxH0R8comxl4WEZ+sxu2NiP8TES9qVvyafpwWEQci4jMFxH5FRPyo+vn/NCKe16S4GyPiXyJiX0Q8HBEfiYjF8xTrTRFxa0QMRsTV4557QUTcFRH7I+LfIuKUZsWPiHMi4qsRsTciHo2If4yIE5sRe1ybd0ZERsR5jYytw5nr2jPXVWO3Rb4rMtdNFX9cmznnOwu5yX0UGAKOB14FfDwizmhS7MXAA8C5wFHA24FrI2Jjk+KP+SjwvSbHJCJ+DfgA8HtAF/ArwI4mhf8Y8AhwIvAsKr+DS+Yp1oPAe4FP1S6MiGOALcA7gDXArcDnmhUfOJrKJNyNwClAL/B3TYoNQEQ8GXgZ8FCD4+pI5rr2zHXQPvmuyFw3VXyg/nw3L5V32UXESuAi4OmZ2Qd8IyK+BLwGeNt8x8/MfuCKmkX/HBH3AGcD9853fKhsJQI9wC3AU5oRs8a7gHdn5rerj3c1MfaTgI9k5gHg4Yj4CjAvX2qZuQUgIjYDJ9U8dSGwLTP/sfr8FcBjEfHUzLxrvuNn5pdr20XER4CvNyruVLFrfBT4z1S+aDRPzHVtneugTfJdkbluqvg16sp37pGb2OnAwcy8u2bZ7czTCj6diDi+2qdtTYq3Gng3cGkz4o2L3QFsBo6NiJ9ExM7q7v7OJnXh/wVeERErImI98CLgK02KPeYMKusbcOjL7qcUtP5R2UvQlHUPICJeBgxm5r80K2YbM9e1b64D8914Tc110Jh8ZyE3sVXAE+OWPU5l13dTRcQS4B+Av2/k3phpvAf4ZGbubFK8WscDS4CXAs+jsrv/LCqHXJrhf1NJIE8AO6ns5r++SbHHrKKyvtUqav17JvBO4LImxesC/hL442bEk7mO9s11YL47pNm5rhqzIfnOQm5ifcDqcctWUzl+3jQRsQj4NJX5K29qUsxnAecBf92MeBMYqP7/v2fmQ5n5GPAh4DfmO3D18/4KlfkaK6nc0PhoKnNYmqlV1r+nAF8G/jgzb25S2CuAT2fmvU2K1+5aZV0z1zUx14H5rlZBuQ4alO8s5CZ2N7A4Ik6rWXYmzT28FMAnqWy1XZSZw00K/XwqEz/vj4iHgbcCF0XE95sRPDP3UdkyrL1SdbOuWr0GOJnKnJHBzNxDZeJrUxJrjW1U1jfg0DymJ9Pc9e8U4F+B92Tmp5sVF3gB8ObqGXQPAxuoTH7/z03sQzsx17VnrgPz3Vi8onIdNCjfWchNoHqMfgvw7ohYGRHPBV5CZYuxWT4O/Bzw4swcmK5xA11F5Y/oWdWfvwFuAM5vYh/+DvijiDguIo4G3gL883wHrW4R3wO8MSIWR0Q38FrgjvmIV42xHOgAOiJiefXU/+uAp0fERdXn3wnc0ejDTZPFr86VuYlKgv+bRsacLjaVxPZ0frb+PQj8JyqTgdVg5rr2zHXQXvmuyFw3VXwale8y058JfqhsrVwP9AP3A69sYuxTqGyZHaCy23ns51UFfA5XAJ9pcswlVM7e6QEeBv4bsLxJsZ8FfA3YBzwGXAscP4+fbY77uaL63HnAXVQOv3wN2Nis+MBfVP9du+71NWvs49rdC5zXzPWv3X7MdYf60la5rhq/LfJdkbluurGPazenfOe9ViVJkkrKQ6uSJEklZSEnSZJUUhZykiRJJWUhJ0mSVFIWcpIkSSVlISdJklRSFnKSJEklZSGnlhURV0dEU65yLklFMt9prizkJEmSSspCTqUUEZdGxB0R0R8RuyLiE9V7Bda2+f2IuD8i9kfEP0XEJRGRNc9viIgvRsTeapu7IuIVTR+MJE3BfKepLC66A9IcjQJ/Auygcr/G/179eQ1ARPwi8Angcio3ZT4X+Mtx7/ExYDnw74AngE1N6LckzZb5TpPyXqtqWRFxNXBMZv7mDNq+EPgi0JmZoxHxWeDozHxhTZurgDdkZlQf3wF8ITPfNS8DkKQZMt9prjy0qlKKiF+NiK9GxM6I6AW2AEuBE6pNngp8d9zLvjPu8YeBt0fEtyLivRFx9vz2WpJmz3ynqVjIqXQi4hTgBuBHwMuAs4Hfrz69dKbvk5mfBJ4E/B1wOnBLRFzR0M5KUh3Md5qOhZzKaDOVBPaWzPxWZt4NrBvX5i7g58ct+4Xxb5SZOzPzqsz8beCdwMXz0WFJmiPznabkyQ5qdasj4lnjlv2YykbIn0TEFuAcKhOBa/034BsRcRlwPfArwH+obRARHwa+DNwNrAZeCPywsd2XpBkz32nW3COnVvc8YOu4n3cCfwxcSiUR/UfgrbUvysxvAW8A3gzcAVwAfAA4UNNsEZUzv34IfBXYDbx23kYiSVMz32nWPGtVbSMi/ho4LzOfUXRfJGk+me/ah4dWtWBVDzN8FegDzgP+APgvhXZKkuaB+a59uUdOC1ZEfA54PnAUcA/wt8CH05Ve0gJjvmtfFnKSJEkl5ckOkiRJJWUhJ0mSVFIWcpIkSSVlISdJklRSFnKSJEklZSEnSZJUUv8XphtMygDC0Q8AAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x252 with 2 Axes>"
            ],
            "image/png": 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fvjo+HWFfby9z5x1SR49p8Ma01216sOmxG2F79z5yYKCu/tejnrGX8Wff1zfA7n372d+fDJDsrI5h4dzZTf0dbO/ex6zMut5zdboO+HBE/Ftm9tSuiIjDgA9V2zTCtMp19XyKDBSbb4qOX7axX/OTB9i979CP8fvcDb9ie1fvmNsf2zGfex/tPijfzI5gzYrF48o3tfkKqCtfFfmzn5f9zJ+/s+7nGauQOwUYeoi/1i+Ak+ruxcEWAkN/qk8Ai0Zo+8SQdgsjIobOHYmIC6mcnuCo5Ss4/Eff54njT2LhQ5207dvL9tWnsXTLZvZ2LGVgzhwOe/Rh/vSppzB/253Mu+VhHj9xNUvu+iU9S48EoH37o+w4+WkcsW0LOauNXStX0XH3new58ihm9fUxf+d2/mZnB6fcv4UXrFlB1/IVHHHfNrqOWsGcPd3M37WTR089jSO3bqav/TC6lz6FjgfuYdcxK5m3ayfzdnfx2d1LWH3/Fn7rOSfSu7iDxQ/ez85jV7Fg+6+Z07PnwPZ7F3fQd9gCFj3cyePHnciiRzq5uK2XR089jWW33EhPxxL658xh4aOPsOOEU+h44B6iv5/tJ57KsrvuYE91TIdtf5THTn4qS7dt5X9vfZz7lhzDW5d0s/vI5bT19dG+c8eBmPvnzRt1TN+8u5vHFi/lLUv3HjSmwfW9CxeNOqaLjuhgz5w5LLnlxgNjmt3be2D9aGPa9M0fsH3xUn739KccNKZsa2PnsatYcvedo47pZ//7xzzU8RTOP3XxuH5PQ8d0cVt1TLf9dMzf09AxdXb38/OfbGHrkSv5rYHtnLSknbY1p4/4exo6pus3PkjH7sd55u+9cFy/p8Exnf/EHfz7/sWc3v0ES3p38fP5q3nqg3ex8oSjmXv//nG/9m7+7ibm9vUeiD/R19675jzArIDehxcc8n4afI/2z53P7qNXcPi9v6ov0wzvvwHnA1sj4tPAHdXlT6NyIUQAf9WgWNMq1518/xZeWECum93bW9n+ga385lmnTjjXZVsbX3x0Pic8tI3nveAZTc91196/j+4583nDUQMTznXL7rqDax6s/Pp//5iYcK474r5t/NMjs2nf2825x88bd6474f4edi1YxDHbH+KBZceydNd22vf1sHXFKSy75e4xc92CjiUsnd/Pjvu2cc+Rx3LsQ7+q5LpZh7Hslo1j5rqXzTmcLY/tYHHXDrauOIVT795M39z5LD/9VJbdcuO4Xns773+Yn91+Pz8/6kRe1nM/Rx13FB0rj2pKrtu09Hju+u5P2DcAu489jlfN3clTnnrSpHNdjDZXNiJ2AS/OzFtHWL8WuCEzF48aZQIi4kzgh5l5WM2y/wK8KDNfOaTtE8BvZ+aPq4+fDXwvM4dLhAesXbs2b7112CEdoquri0WLRn26Ef3BP/yI/QPJp9/4rEltf9FVP2VgoJ+/f8tzJ7V9PeqNfdFVPwXgs2969qT70NO9m/YFC5seu6if++Dpii0P7Towb2Re2yze9JvHj3sC8ODNiJ99wpIJX8XViKtWG/F7n9/fyxGHHz6uthHx08xcO+lgwz/n8VRuQbKOJz/dJoHrgf+UmXc3KM60ynX7+gcKe88V+Z6vJ/bgezaznzWrlhbynpvM2N/9L7cN+3GESxfMnfD9Myeb5+uZo1dvroXJ/9xrY/f17advIGif08ZHzz191M+WHi3XjXVE7udUrqYaKRO8nNGP2E3GVmB2RJySmXdWl60ZIc7m6rofj9FOGpebt21n26PdZPbz7n+5ramXtNczgXcwOQyexp/MVVxnnbiUs05cOunEOl1k5r3A70TEEcDJVIq5OzPz8QaHMtfNYLXv2dlRrisvBz+OsDZfNfvjCAfz1WQUebHEcLF7+vq5/PotoxZyoxnrYocvAn8ZEa8auiIizgEupXLpfMNUr4BdD3woIhZExNlUro69epjmVwEXR8SKiDgG+C/AlY3sj2aOkYqh8U7grdfgRN1VT1nIM45uP2T5aEZLTJqczHw8M3+SmT/OzMcj4riIuCwi7h1763E9v7luBmvEe3Zwx3PLI128+19ua1quOuvEpbzpN49n6YK5BJUjcRM5mlW0enJtI2Mvmffk8gd39oywxdjGuo/c5yPiRcC1EbGFg+eLnAp8NTM/P+noI7uIShH5a2A78LbM3BwRzwe+lZmDhwv+ATgRuL36+PPVZZqhBhNb38DAhI+oFX1J+5IFc4c9XTGeK7lqk8NwyzU5ETGHym0//gR4CZWjaFc2MIS5boaqfc92zN7Pzv0HLx9LI47C16OeI2JFqyfXTlXsYzrah2k9PmMdkSMz3wC8FthCpXhbTaWge21mvi4iXjrp6CPH3JGZ52Tmgsw8bvAGmZl5Y01iIyvenZlLql/v9gaZ9Rsshu5+rLupe3n1qveIWpF7aVA5XTGv7eC35HhPV9R7Ob8OFhFPj4hPUrnVyF9TKeJemZlPz8wPNCqOuW7mqvc928gjemXL9fWqJ9dORez2OW1csm71pJ9zzEIOIDOvqSab0zLz6VSu3jo1In5FZQKwpolGnF4s6nB/vYmt6GKontMVRSam6SQiLoiIm4GbgSOo3ILpBCoXOzTklKoE9b9na3c8a4/E13tEbyYUc0WeGh4ae0VH+5gXOoxlrIsdDoiINirzNy6gcgHEbVQO7X9t0tHVchr10SlFHO6v9/RiK03gnegFB4M/2yI/e7Ce09ot5B+Aj1K5cnTv4MLKJ2RJjVP7nh3o3c/SCb5n6z09WPRUkqIVeXHXYOyF2TfpK8VrjVnIRcRqKvND3gR0A/9M5bL8N2bmL+rugVpKvfM2ikwO9Sa2ehNr0Yqcs1L0fJ0G+iyVT6t5eURcDXwlMx8tuE8aRb07EEVeqV5PMVHvjme9uV6tY6zPWr0ReAbwdeD3M/P71eV/0YS+qQD1FkNFTrpvxBE1b8ExOdNl7z4z3xERf07lo7MuAD4REf8flVuQzCm0czpEvTsQZb4FSL1H4Yuc8K/GGuuI3G9Q+VDnK4b5EGeNQ9usYNHc2fQPJP355NdY05SL2kustxgqMjm0wunFmWo6XTWbmfuArwBfiYhVVM5IPBO4KSK+BXwtM79aYBdVVe8ORNl3QOo5Ct8KU0nUGGMVcs+hksR+EBH3ULmX0VemulPTSVD5/LehBgaLuoGsfD8A+zMZGEj+/c5H+dKP7ilkL7He04tFJ4cyXxJfZtNl7776eaqXU7nlyBzg/wDvAN4PvIJKPrwKsJBrAfXuQMzk04tln0qiJ411H7mNwH+qfmzMa4A/Bj5B5WrX/xARD03B3c5nhFkRzIpgzjDXDf/1t7bQWb054Lw22PZwF0Twd9+5k//wzqNJoOYfag/uZc03eeDbPPhxVpdV2w8eHax8n7zwlCN5wSlHsqdrN4ctXMihBw9zmO8qfuvkZZDw1Z/cz2O7e1m2cB5/8JyVnH3SslGe5VBJElEphL3HQusruoBvoA8CbwH+CdgLvA74XGa+BrgOuC4inlJc91Sr3h2I6bIDMllOJZkexnXVavXqrauBqyPiZCp7pe8CPhIRN2TmK6awjzNO7R2eO+Ymj/RU/jje/Wg3c9vGdceYhpi7fw6LDpt4Qnv1mhW8ek39f8C7BvpYtHD+QcsGb511UPFaU4ge+HeU6m88heHu/XNY2H7o2EfcdtgVh/Z12OZ56LK2vtksnNfIKVljj3qwRVtfGwvmjfuCdgBe9rTlMABX/Ps2Htm1l+WL5/Oms4/nZU9dPmb0oesG9hZ6NORc4ILM/J8AEfFl4IcR0ZaZ/QCZ+esiO9iq5rbN4ugh79eJbNtPTnj789as4NL1t9PT139gWfucNi489/RxPVft9svbk0d6YkLbD/YdmPTYAbry0FzXTEXGL+vYG/J77+qb9La1Jpatgcy8C3hPRPwl8LtUjtKpgY7paD9wRG7o8plu8DYQB90MYuQHkzanbVZTi+ah+me3cdictkJiD8yezYI5E04NvPqMFbz6jAYU8L2F3upjJXDj4IPM/HFE7AeOAe4vrFca1uC9ty6/fgsP7uzhmI52Llm3etz35Krdvr93DysmuL3UCiaerauqe6ffqH6pgS5Zt3rYvcx67vwsaVzagKGHBPdTR67U1DrnzBV1FV6D23d1dTXknl5Ss5mcWpB7iVJhAvhyRPTWLJsP/I+I2DO4IDN/r+k9U8vZsLGTjfftZF//AGd/7AbztAphIdei3EuUCvGlYZZ9uem9UMvbsLGTS9ffzr7qBT6dO3u4dP3tABZzaioLOUmqysw/KroPKofLr99y0PQXgJ6+fi6/fouFnJqquNnckiSV1IPDXJA22nJNH4On1G+5ewdnf+wGNmzsLLQ/FnKSJE3QSHcR8O4C09tIp9SLLOYs5CRJmqBL1q2mfcgtgry7wPQ32in1ojhHTpKkCar3HnYqp1Y8pW4hJ0nSJNR7DzuVTyvesN9Tq5IkSePQiqfUPSInSZI0Dq14St1CTpIkaZxa7ZS6p1YlSZJKykJOkiSppCzkJEmSSspCTpIkqaQs5CRJkkrKQk6SJKmkLOQkSZJKykJOkiSppCzkpsiGjZ1svG8nt9y9g7M/dgMbNnYW3SVJarh6c93g9pse2GmulCbBQm4KbNjYyaXrb2df/wAAnTt7uHT97SYoSdNKvbnOXCnVz0JuClx+/RZ6+voPWtbT18/l128pqEeS1Hj15jpzpVS/livkImJJRFwbEd0RcW9EvH6UtpdFRF9E7K75OrGZ/R3Ogzt7JrRc0sxjrju43ZJ5E99eUgsWcsBngH3AcuAPgc9FxGmjtP9qZi6s+drWlF6O4piO9gktlzQjzfhcZ66U6tdShVxELADOA96Xmbsz8wfAvwJvLLZnE3PJutW0z2k7aFn7nDYuWbe6oB5JaiXmusZsL6nFCjngVGB/Zm6tWbYJGG0v9ZURsSMiNkfE26a2e+Nzzpkr+Oi5p7Oio50AVnS089FzT+ecM1cU3TVJrcFc14DtJcHsojswxEJg15BlTwCLRmh/DXAF8AjwPODrEbEzM78ytGFEXAhcCLBy5Uq6urrG1aHu7u7x9XyIl5y8mJec/JyDlo03ZiPiN0KRsYuO79iLU3T8JjHXDdm+u7ubBQsWTHj7RvE9N/NiFx2/UbGbWshFxPeAF46w+ofAfwYWD1m+GBj2XZ2Zv6h5eFNEfAo4HzgkuWXmFVQSIWvXrs1Fi0bKl4eaSNupUGR8x14cx15e5rrJmcnxHXtxyj72phZymfmi0dZX543MjohTMvPO6uI1wObxhgBi8j2UpPqZ6yQ1S0vNkcvMbmA98KGIWBARZwOvAq4ern1EvCoijoiK5wLvAL7RvB5L0sSZ6yQ1SksVclUXAe3Ar6mcNnhbZm4GiIjnR8TumravBe6icjriKuDjmfmlJvdXkibDXCepbq12sQOZuQM4Z4R1N1KZJDz4+HVN6pYkNZS5TlIjtOIROUmSJI2DhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJtVQhFxFvj4hbI6I3Iq4cR/t3RcTDEbErIr4YEfOa0E1Jqpv5TlIjtFQhBzwIfAT44lgNI2Id8B7gJcDxwInAB6e0d5LUOOY7SXVrqUIuM9dn5gZg+ziavxn4QmZuzszHgQ8Db5nC7klSw5jvJDVCSxVyE3QasKnm8SZgeUQsLag/kjRVzHeShjW76A7UYSHwRM3jwe8XMcwebkRcCFwIsHLlSrq6usYVpLu7u75e1qnI+I69OI5dQ4w735nryhffsRdnOoy9aYVcRHwPeOEIq3+Ymb81wafcDSyueTz4/bBZKzOvAK4AWLt2bS5atGjcgSbSdioUGd+xF8exl1eR+c5cV874jr04ZR970wq5zHxRg59yM7AGuKb6eA3wSGaOZ76JJE0Z852kZmmpOXIRMTsi5gNtQFtEzI+IkYrNq4ALIuLpEdEBvBe4sjk9laT6mO8kNUJLFXJUklMPlcvs31D9/r0AEXFcROyOiOMAMvPbwCeA7wL3AfcCHyii05I0CeY7SXVrqYsdMvMy4LIR1t1HZcJv7bJPAp+c8o5JUoOZ7yQ1QqsdkZMkSdI4WchJkiSVlIWcJElSSVnISZIklZSFnCRJUklZyEmSJJWUhZwkSVJJWchJkiSVlIWcJElSSVnISZIklZSFnCRJUklFZhbdh6aLiEepfOj0eCwDHpvC7rRyfMdeHMc+Psdn5pFT2ZkyM9eVJr5jL05Zxj5irpuRhdxERMStmbl2JsZ37I59JsafqYr+uc/k+I7dsdfDU6uSJEklZSEnSZJUUhZyY7tiBsd37DMz/kwe+0xW9M99Jsd37DMzfkNiO0dOkiSppDwiJ0mSVFIWcpIkSSVlITeCiFgSEddGRHdE3BsRr29i7HkR8YVq3K6I+P8j4hXNil/Tj1MiYm9EfLmA2K+NiF9Wf/6/iojnNynuqoj4t4h4PCIejohPR8TsKYr19oi4NSJ6I+LKIeteEhF3RMSeiPhuRBzfrPgRcVZEfCcidkTEoxHxtYg4uhmxh7R5f0RkRLy0kbF1MHPdzMx11dgzIt8VmetGiz+kzaTznYXcyD4D7AOWA38IfC4iTmtS7NnA/cALgcOB9wLXRMSqJsUf9BngJ02OSUT8NvBx4I+ARcALgG1NCv9Z4NfA0cAZVH4HF01RrAeBjwBfrF0YEcuA9cD7gCXArcBXmxUfOILKJNxVwPFAF/CPTYoNQEScBLwGeKjBcXUoc93MzHUwc/JdkblutPhA/fluSirvsouIBcB5wDMyczfwg4j4V+CNwHumOn5mdgOX1Sz6ZkTcDTwbuGeq40NlLxHYCdwEnNyMmDU+CHwoM2+uPu5sYuwTgE9n5l7g4Yj4NjAlf9Qycz1ARKwFjq1ZdS6wOTO/Vl1/GfBYRDw1M++Y6viZ+a3adhHxaeD7jYo7WuwanwH+gsofGk0Rc92MznUwQ/JdkblutPg16sp3HpEb3qnA/szcWrNsE1P0Ah9LRCyv9mlzk+ItBj4EXNyMeENitwFrgSMj4q6IeKB6uL+9SV34f4HXRsRhEbECeAXw7SbFHnQaldcbcOCP3a8o6PVH5ShBU157ABHxGqA3M/+tWTFnMHPdzM11YL4bqqm5DhqT7yzkhrcQ2DVk2RNUDn03VUTMAf4J+FIjj8aM4cPAFzLzgSbFq7UcmAOcDzyfyuH+M6mccmmGf6eSQHYBD1A5zL+hSbEHLaTyeqtV1OvvmcD7gUuaFG8R8FfAnzUjnsx1zNxcB+a7A5qd66oxG5LvLOSGtxtYPGTZYirnz5smImYBV1OZv/L2JsU8A3gp8DfNiDeMnur//y4zH8rMx4BPAr8z1YGrP+9vU5mvsYDKBxofQWUOSzO1yuvvZOBbwJ9l5o1NCnsZcHVm3tOkeDNdq7zWzHVNzHVgvqtVUK6DBuU7C7nhbQVmR8QpNcvW0NzTSwF8gcpe23mZ2dek0C+iMvHzvoh4GPhz4LyI+Fkzgmfm41T2DGvvVN2su1YvAY6jMmekNzO3U5n42pTEWmMzldcbcGAe00k09/V3PPB/gA9n5tXNigu8BHhH9Qq6h4GVVCa//0UT+zCTmOtmZq4D891gvKJyHTQo31nIDaN6jn498KGIWBARZwOvorLH2CyfA54GvDIze8Zq3EBXUHkTnVH9+nvgOmBdE/vwj8B/joinRMQRwLuAb0510Ooe8d3A2yJidkR0AG8GbpuKeNUY84E2oC0i5lcv/b8WeEZEnFdd/37gtkafbhopfnWuzA1UEvzfNzLmWLGpJLZn8OTr70HgP1KZDKwGM9fNzFwHMyvfFZnrRotPo/JdZvo1zBeVvZUNQDdwH/D6JsY+nsqe2V4qh50Hv/6wgJ/DZcCXmxxzDpWrd3YCDwN/C8xvUuwzgO8BjwOPAdcAy6fwZ5tDvi6rrnspcAeV0y/fA1Y1Kz7wger3ta+93c0a+5B29wAvbebrb6Z9mesO9GVG5bpq/BmR74rMdWONfUi7SeU7P2tVkiSppDy1KkmSVFIWcpIkSSVlISdJklRSFnKSJEklZSEnSZJUUhZykiRJJWUhJ0mSVFIWcmpZEXFlRDTlLueSVCTznSbLQk6SJKmkLORUShFxcUTcFhHdEdEZEZ+vflZgbZs/joj7ImJPRPyviLgoIrJm/cqI+EZE7Ki2uSMiXtv0wUjSKMx3Gs3sojsgTdIA8E5gG5XPa/y76tcbASLiN4DPA5dS+VDmFwJ/NeQ5PgvMB/4fYBewugn9lqSJMt9pRH7WqlpWRFwJLMvM3x1H25cD3wDaM3MgIr4CHJGZL69pcwXw1syM6uPbgK9n5genZACSNE7mO02Wp1ZVShHx4oj4TkQ8EBFdwHpgLnBUtclTgR8P2eyWIY8/Bbw3In4UER+JiGdPba8laeLMdxqNhZxKJyKOB64Dfgm8Bng28MfV1XPH+zyZ+QXgBOAfgVOBmyLisoZ2VpLqYL7TWCzkVEZrqSSwd2XmjzJzK3DMkDZ3AM8Zsuy5Q58oMx/IzCsy8/eB9wMXTkWHJWmSzHcalRc7qNUtjogzhiy7k8pOyDsjYj1wFpWJwLX+FvhBRFwCbABeALy6tkFEfAr4FrAVWAy8HPhFY7svSeNmvtOEeUROre75wMYhX+8H/gy4mEoi+hPgz2s3yswfAW8F3gHcBpwDfBzYW9NsFpUrv34BfAd4BHjzlI1EkkZnvtOEedWqZoyI+BvgpZl5etF9kaSpZL6bOTy1qmmreprhO8Bu4KXAnwL/tdBOSdIUMN/NXB6R07QVEV8FXgQcDtwN/APwqfRFL2maMd/NXBZykiRJJeXFDpIkSSVlISdJklRSFnKSJEklZSEnSZJUUhZykiRJJWUhJ0mSVFL/F86f0PcEMa8lAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Series plots:"
      ],
      "metadata": {
        "id": "zKiwN-Q_geGm"
      },
      "id": "zKiwN-Q_geGm"
    },
    {
      "cell_type": "code",
      "source": [
        "for j in range(ev.shape[1]):\n",
        "  print(\"\\n********************\",list(ev.columns)[j],\"********************\")\n",
        "  plt.plot(ev.iloc[:,j])\n",
        "  plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "fJFqrmy_gddg",
        "outputId": "acb77cbd-2770-4e6b-f54f-618240300d38"
      },
      "id": "fJFqrmy_gddg",
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** rus ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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jMVp4ql/2VC/n6qayKsINr6jsJs0caj7JNEdKuZ218FQ3zVWYYFSmkWaCmQ2rf/jqNOhatmrRGG1ETKPhZxrjCuG9LB85XDYNjFvcR1MNX3HrIQDlWYZuunOWu45T+fkzdcJRsNpOsdXLcIM0Gr7rnudcd4ooCU8tkdEYM2mFc44f/p/343NPXxnr87OOuTAaG50Un378UkG4ykcMJ9BNEwWsEJ5KDaPgK/LqZXl5eEp5WZMPTxFrmQXv1UQ3y1GXRsNsKDhMzQwtyMN6mr4JjfQdjSQcWXy3jIaxcFgpt2MyjW6WF8Iiu4Fxi/u6sqdYPQ6QhEGf9uO59b9rNPo9A+mYRoNE8H5Mw9Yji+GpgAGtZDAb6oeNboZ3//Vj+PgXJjvqYVYwF0bjwbNr+Kb/+kn8rRMrzkrSJctAC83BVoJ1RwjvZVwbDU9fpV7Gy8NTRrohMB2mMWtGo5cZTIPbTGDQIp6OGJ7wxaipYWIzCZHlfKSK+W4mFg/ADk/ZmsZ457uXTifteOT9GLNOg56RJApQi4LSym2XYZh1GkD/0A8xsVFniVONxk2yt1nXc55Nx871I3tZjiQKUJdGY9xZ5qtbvcK25glzYTSOLwnh6xlnqEw+4kNOi9TBZlwMT2W5dxKcFsLzUjZD984wIuCo2JpRptEzmYYTqhi0aLpC6L2nruLH/vQLpQzF13uKPtuUIcFRigo7vVwvbiVMg8I0o6Kb5TPRgmTcinB6RpIwRC0uZxq6w7A/5bbfiIBxw1NnropsrmGZhhvS7aQ54jBAPRL37bjaI2VezkM3ZB/mwmgcWawhDFhhEtk4QngYMCzWY2x0i0aDFiLTozWbo5W2LXDCU5OcqaGE8BnTNHoZR0N6bLRv2uj2vxY9Jzz15/edwX/9i0cGTmIzjZHSNJKw8NogdLNciaF2yq0phI93vruOEP6bdz+JX/5fO9+2gha0URdGuiZxyFCLwtJ2Hz2HaeSKacgFuYRpUH2Hua1hceaqyOS6/mC5ptGvQ3U3y1GLAsQhQ8DGd+6ov9ok67FmCXNhNMKA4ZrFGk5fsY1GZhX3DSOEcyRhgIVahPWOvVjk3KgY9dx4vT7VzoV47hSYxqw1LOymucqeckMUg5mGDE9QZbZ8+MpE18yJn4vvcJjGCA9wN82xWCejMXrKbTfN8euffNybWtt1tK8P3XcGH7zHn4E0TdCCtjmmED4oPOXOMimk3Hb7MxRgdKZxZauLhVqEehwiYCVMw5MKTuimOZIwAGMMjTgcWwhfk0Zjr7eaKcNcGA0AOLZUx5lVu9ho1N5T3TRHHDJhNIxurG64xKoSlhXeucz28S3eBSF8QkaDcz7TvadI01BCtacIr+yzgNGiXD68m52S+HmfOo2mZBqjhAo6aaZqasyFy2SYZV7wfaev4u//wl/hP3zwPrzrE48VXhcFjrYYaxmmPll4k4SZcjtKER0xrCQKUIvDgexPMQ3OwRjUPVHGcGyjMdpzstZO1XVLosDPNKwklqIQnsgC3Hocjs80tmR4asYcuUlhbozG8aV6UdPg9uI+CF0phLVqITY6RQGUHuYsF2Es8bMtgPtCL64IOKnsKVE1K36eNaZhahou0xj0MCkh3DHW5UyjaIy6hhAOjCZKdtIcB4hp9Ir3AVDuRX7/b9+DC+tdHFmsFfaXmii6grq5gP74h76Ab/3Vu4fe13FB+8D5aB49XYuaYhr9ayFMgx4FTN0TZQuyaVBH7XS7bhiNuCSzyzbY9muu0Rhf06jCU3sCxw40cOZq22kwp18fxuoTPW3VIivlltIr9VAfjrq8uXoZt3L2faEXZTTqky3uM43PLIirJkRxn0655Zx7F3cf3DkYtHi4OhMh9Qjh9NkGhadG0CC6aY4DDcryMZiG5/tdXNro4muffxS3X7NQSNtWrTUcBmzeD08YRaTThHkNRnFiLCE8CkozjLQALt6f5xwBY6hFARgrz0wyz+uotTBrnZ4KK9ZKmYYRnnIYVi8TQjggUorHbc++KoXwWciSmwbmxmhcu1zHZjdTFwwYnWn0shxxFGCxFmGjmyoD1MvtRSwzFsQstwVw341Ki0QtChAFbGLhqc2eX6SdBbjFfb501ccvbOAzT1wqfNYdqzqIabg1AWIbthA+bPYU58IJ8DENMwRY5mF3pOPRTKJCVwH6jNtM0bwf2mleahx9aPeysYYGmQZ2lPtRGY2B4Sn9rADi/owCBsYY6lF56Md07sYJTxGbj8NgYPaUTwifSHhKMo293gm5DHNjNI4tifnYZgaVZTSGWFR7mWYaOdcPk9vWoJfr0IuozzAXKw/TkPsRBkJgKxMBR4XpIc5SRTgtvGYbETt5QBz/z3/sYXz/bxcbExIr0JqGOM6yzsNu+Mv8bGPE7KleZvcJszUN3RqlTCPppiIDZ6EWYtOTgefupwhP6ZYp7W6Gze7wOsNv3v0k/ref+6uR2atpYEczGuK9InuqX3jK0bFyjkCGdOtxUCoym0WT2wlPlWkavp5oanvS4AOQQvj2NI2KaYwJxtjjjLHPM8buYYydnNZ2jkuj8cxVLYZbDQuHrNOIpdEAoAr8zFYh9F2Ulpfl3Ap9lLUuAICAMdST8T0YF6bRmCWnhgy0Wdznm3a41Utxdas4/pVYQcdhGmVGw+yiq75jzOwp2hZ5rG72lOqgWvJ9VCDWdEKc5md8XZJpO1u9DFnOh9YZzq930EnzQlfmQTCfh5HCU0MW97kGMueCaQDivijVNIz7ZJw2IhSeSsLA6+m7oUETE9c0quK+beE1nPOXcM5PTGsDx2SBn8s0SLAe5gJ2M44kCtSCQeEQs1CJYvNRGCAKA/TyfLCm4TCNiWkavdlkGnS+6oaX76uh6KYc65204FW72Wrkca6XZE95hfCMUjz7L/IuiKHU47CwKGby/ggDVlIDILLoYpm2veHsr6+jgDKQ8hjp3hh2Id+U9+jaiLPXzf0fxYkhwyyMRnmdhpmKTr/Ts9jPcTIN/+jhqZ4lhPtqaazhYB6jUYu0prG1TU2jKu6bcVyzWANjdlV4nkPRzeEqwjMVngKgHnq30riX5YgChihgyJzwVD/vJmAUnpq80XAfgI1Oih/+n/fj0obdjyvNcvzGXU9MdcAMMa9apIv7ep6CyF6We71qt43I0EzDm3IbWe8ZBCtmH9liqMgAEsVfvni56YU35cLoGxGbc80+3R5Q9P+wugYZ0pGZRq7nu4xyP9K1SsJAVoQPyTQMo9FKImXsyj4HjFbc101F6vJiTYen+j2LjPm73JpMY9w2IhXT2D44gD9njH2GMfaWaW0kDgMcWajZ4SnOUVMFZsMI4RxxxEqZBiBuzjTniEJhNNLcNhq+G4X+FAaTDk/pB89dFD/6hXN4918/ht/45BPW33/x44/g3//Bvfjz+89OZB98MBfPMGDI8ty7eNL/7oJXqNNIh9Q0TDaTktHoP5DHBW1LLIqh3RpdMte4JPTRNRZUuodMXcPSR7itwxDDoP+HLbqj7x89PKWr3kcVwqkAzjWq9vfbRjHNOUImjIYonu3fHRcYLTxF36c0jTDwXnNieUkYFJ4ZO3tqO5qGLO4bs2vArGMnjMZXcM5fCuANAL6XMfaV5ouMsbcwxk4yxk6eP7+9rpDHlxsO0+AjMo3ceuC10bCFS/I4ozBA6mZPeW4UHZ4CGnEwOaNhhqecB+CuRy8CAH73M0+p1z771BX83MfEHPNRFxkTD51dw8WS4TuAXvSTkEmj4VTRZ9x6n7uAKIYhF2z6fdTsKcaghesRmUYt9jONMGBiQfIZDYtp2GxV7FP5OaC2GuT19xs3bIIytEYNT6U5Lx0K9jcPXyjNxjPj/rVocPaUlXJLTKMWld5/41aE0/ErTaOEaZChqEVBaUU4QOGpbfaeqpjGeOCcn5L/nwPwAQB3Oq+/k3N+gnN+4siRI9va1vED9YKmQTf40Cm3YaDi4BtlTMMIT6UZt2Knw4SnJqVpmN6oS7XvfvQiWkmIpy9v4a7HLmK9k+L7f/seXLMoppK5XXxHwbf+6t34+Y89XPq6npoXIGSCafgqcUl3cPfF7OcF6MWjzPv2NyzkiMNAeY7DFlpZ4RcnO4iKOpPIn85phrbUPWQwDfMzbsvwLZkxRXUho2saowvhtMCai+PD59bxT951Nz76gJ+JdrMMcSgW/5pcmH2FpXQtKBRHxX2AYAODam6A0brM0vEvKE2jRHfKtWbVTwjfThsR3XuqYhojgzHWYowt0s8AvhbAvdPa3rEl22hkHNpoDFPcJ2OaLtNwJ8KlmQhPxZLiunn3LujmDAOGRjKapvHZp67g//j1k97YsZVyaxzfubU2Hjm/gbd85W1YrEd4391P4l/+98/giUub+Kl//GI04hDrndE8U8JmN8XZ1Y6i4D7opnaBCuH55nf3ShiEG54azDQoBGIzjSQMEAWB+r2X5fiVv3y0r9HuGAt/3QlPpZlY+OIw8DJXMzzVUkzDKBLNTAPkMI2emPxIf3drPMpA52R1VCE8z3HAwzQom43ajLuwmIZkcV6P3grZcmRcMw3RpqeEaZitWkZICSSjYabc+gy7KeQPzJ5KR2uxIr4/V8ZmXntPRVP+/qMAPsBELDMC8Juc8w9Na2PHl+pY66QyiyIG51yJscPOCE/CQHkrXqaRZUjzHK04QhiI+dMD6zQMozFq0dDdj13Eh+8/iweeWcNLbli2XqOHPQntB+BTj10CAHzVc47g3Fob77v7SQDAT/yjF+GVtx3GQr08pjwI1BSy0+eB6JpMI2SF4r5+4SnOdVsWrWn0F8J9jRAFa2TKK+5lHH/7xGW8408ewDUHanjjS67z77sjhLut0YWmwfyahhmeUmxVX2tzEXNbhrfTzLov3BqPMmyq8NQ4TKPYC428+wvr/kSJXsat8JT4jK5bUt/vpLbmBtNo9dM0xqzToPAUFWWW6U5moa3LzjuOEE4tVtxj678ffidhnjBVpsE5f5Rz/mL57/mc83dMc3tU4HdWekmZkSEySniqIbtk+sNTXMW2o1B40dZi4BPCSdNgDM0kHKmzKC069566Wnhtq5epIivzIb1LhqZecO0BfMudNyKJAvzfX/ts/OMTNwAAFvvElAfh9BWRaNDvgdbeHEPIiGkUw1PaaPSM1+wQk9hW/zi/r2Eh1dyo8FSuK60//3TxXOptSk0jCmXM3g4BRgFDEoX9w1MlQnjXwzRonzu9zGJAOyGEN6TjYzINMtAXSjQrM+5Pz5aPBZvH2pPhyYDp8FQv497PmddwNE1jWKahr6/JzjkXz3HNEMKB0QsMTQY+a619JoVpM40dBQ1jOn2ljWdds4hsHCE8EpkhrSTCmkcIFym3UggnTcMSwvuHp5YaMa5u9cA5h2RgfUFeoM9obHYz2QaaWXUadz96CSduXkEUBnjBdUu45z98jRJmAWyLaVB2Wr/QgaVpBGLfennRy1ZhJ2PBc0OB5rZGalgoHYCImEbKlQH+nOdcutusRSKldGNDbzOTYm4CvxfZM5lGYoc44XxGCcXyb1uO0RhaCFcpt6OGp0SBqltoR/tQlujQSXMkkmFoo+ELTxlMI5NMI9ThKUBc99qC7cWrGp8+6bw+0PHTd5clKyimEQfWtaEF3uw9BQgGuIR4hP0Q37ncjCtNYy+ABsLTzcA5EARisR5uCBPXN02ihTDzs2KIjgh9RAFpGqYXXZ49FUijkeW8NGadOw3saPG493RxoWv3MjSTUGYoiW1cWO/goXPrePmtK+p9psEA+seUB+GUDE91+43rTG2jkRqxesCssJdCuBnCcUKBuXF+3WI59X3GyF21DzKMQtezl+fKo77v1NXSrsAq5dZXp2FpGsX7qWMct2Ya/vBUKhdS2o12L3fCU4MXzCzXrfFHdQLSLEcUFsOllMV1sSQ8ZdYy1Mgb9zEGD9OglNtWrWhQ1XvlNVyoRWOm3BrZU32MWT2yhXAzLEmvA6N3pCZtaaWVVOGpvQCzXTkgFusw0PUUg2A+EInR8MyORQshXIenBjcspAUqZAzLjQQASovrfvczT+HLf+xjhSE5XzyzVng4t3oZGnGovHlAZL8AwIuuWy49zn558oOgwlN9HuhCnQZ3+nM5IrAVnnIy1UwjUhqecqbEAcJwxTJZgd5D4amNboZHL2z4990IMblCOGkaSRR4U6vNhafpZOCZxwvIflzG/rZ7mbVADVPcZ4a+xtE0oiBAIwmsSZLkKF3cKDEaaYbEyJ4yP2PCTHEWQ8x0cZ+baGLvl/iu1ohGY62dohYF6vkta1hIjNcVwl2jQT3L+s0y9++HuJcPVUZjbyByjYaMo8ZhMJAqUkzTfCBowXBj5b08V5lBmZM95btRzfAUFVT5ei4BwKMXNnBxo6u8aloYehnHQ2fXrfdudjM0kkimtdpiMNFrHxbq29c0+lXrKk0jDBQL8jENZTQs8dA+1+Tpt5LQ6jxM4Fwvvj03eyoywlNZbnnvvnCfeVxUp9G26jRyWREeeBMBzNBWy1OnYZ4zMVdD/77Vs4XwYTxc83jGqdOIQ4ZmHFnfo4XwPppG5GoaA7KnZBsZMhqkO/jYLt0TozKNVaNZIUANC8uTUlwh3HR0ACM8NbKmIY5ppZVU4am9AN1nSlwszoXRiEI2UAh3Y5omvXULjjIZpogCEaaw8++LNwqxgIAxFUIrMxq0mK9LY7HZzXB4QbCTzzsLXbuXoREHqoBObD+3zoUPixNgGv2Nhh2eylwhvJA9lRU+C4gHuSPHix5sJVbnYYJ5ui09RGoacaA1rY1OKgcBBYVzaX4OoDoNP9OIS6qNXYZVjwO7TsPJ7rKZRm6FwspCcSZMFjN6G5EcURgUOhRQnchaO/WmJtNIZMDInvJ4427INuNaCO/HNOhzrVo0Up3Gekc3KwR09lSxrxlpGrYQbjJMQAvh2wpPVcV9sw/yKqllyCjhKZeeUuESUOye2qM2IiExDft1F/SnMGBYbkqjsdnfaNCCsNnN8Oyji1isRwXvWDCNEEFgHLM8TqpP8IGE8FFz0POc47Ssg+nnBWqjwRQLsuZp5LmVWmuGp1zWRgvpoVYi3+sWApoerc00RPYUU69tdjO0ahHuOH6gNIOKtqe7uBrsgFN4yl841svshWfB6XRbYBpOIRst3owNl3JLDOHwQs2aIzMIdO7jgBU6FJiGwu1bRsfg1ml4mUZuHmsum3wOo2lopjFK7ymzWSGgWZDLNug5cTMOi0xjvPDUqhLCK6axJ0BCm55PLLz7KBgcnjK9Y8BmGm6cXVSEU7fTwfM0tPePgUyDUvbogdropGjVIrzg2qWC0djqZiJtkjHQZlMjFFaGhVosJ8aN5gld3Oh6dR4XpiCsmYYdrjDPk51hZKdc0sN8UBoNd064FfYyDZP0iOk89HLBNFpJiBdet4T7Tl/1tsqwWn/HttGgEEtZ221V1CgXnmYS9dc0jN9NTeNgMxmquI/O27Gl2kjhKeVYyGFRvpRbwC+GC93PyZ7y3Ed2zQxXoWLACE/5NI3cYBojahqm0SBnwb1Oimk4bUQKTEPVoIzRabcWqd5WozpmewHzZTQcTUOEpwQDGUQVXU+jLDzVzXTDwlgW1Q0Uwo3wFDGNK6XhKfF3k2m0khAvvH4JD5xZs75/q0dMg6kHQC8IfYyGfLjWRqwKp9DU8aX6UCm3umGhW9xnJw+slxREmUxjpZRplBkNIYQzxlRLCWJmL7x+GRvdDI9dsDUiwG4jQhk2tLjT9LnS8JSz8DST0Fr87ewpOzy11cuUV3uolVjNKAGhwfymLNIkEBs5dqAuDGxJXcLdsg+Ze57UULASpnFho6hr2HUaw4WnSAiPXCG8r6ZR3tfKh7V2T30vYHS3dr4jVUYjtDWNEiF81P5Tq1vCeCUlTGceMFdGg0IyZjYNxaAHMQ33gTe9STf8RKmXNFehm+VaT+kTnooCUTgYh2ygpmEajUYS4dbDLXTTHOfW9IO81c3QjEMlyAPDMY3FPg9tP5DRuPlQq7+m4WsjYorUjqEtq2XoZppprDSF0XAzqKjvFGNFg0OsUVx/UdzXqkV4ztFFAMDD54oZVJ00U7U6NZWrr41GGDDEUWDpE/qz9sLjhqfcNiLmPdnu6ZTglVZS0DR+5+RT+OE/us/6G73n6AFR1OpjG3967xl88zvvwhMX9bGa4cO606rfZJ8+piHqNPQEPvO4TbgtXUwhvJmEYMyfDUdjB1w9aRDW246mEflbnFB4Ko7YgPBUuRDOOcdv3v2kt3XLWruHA41YGch5bI8+V0YjlN41efbU78asYygDGYZYPhCJkaNfbI0uRMSYNI1UT3TzLSZqcl8AMKYL/HxQQriRPdVKQuX5dKxc/lQwDcaMVttiX6O+4any8EA/nCKjcbjV94FW51J2uc25U8uS2am0viKrmmR6dLwrMhnATUWl9xfy7rNcLRyRDCNudkRdC33X1S1/zL7metI9nUUXUXiqj3dNYZtmzZ4T7k4BNNlv2yjuO7SQFDSNjU6Gdi+3nBJ6D02t9InhZ6UGZXZ/JmOlUm6dNiLE6nwZVDRzRhwnMY3+4Sk35ZYxhgWjeNb9XBSyQmhwENzwFO2j69xQUWNksHPzfW54ypcM8MAza/jBD3weH/r8mcJrq1JbiUYoKt5rmCujoa07hadI0/ALlyb0TSNuliQK9XjXnIOKtzupCCvEAUMY6IaFSRSUV6Fy2/tfasR9hHAdnspzjs2uWOh8OfHtXo6GLO5zh/r01TT6pDwS0izHt/3q3fjQvfrBOH2ljWYS4prFGnqyOM0Hq/eUp7ivZ2gai3W70JBYykItUiwO0EzDnd5H31uPAyeOrsMoVIy30U3RSiIs99GVummuGIabUqoqwkvSOc1GjeIYQmvYkFsRbp6TdiqK+yJZAOpqGls9YqD67+sFplG8npdkPZBpAMhYxSFDM3FSbtMcK60E9TjwVoVbvaeIaXizrBz9JufWPblQ9xeYdrMccRCgJusshtEE8pxjvWszjaSUaYj9CA1HCxgtPPWYrPHx1bKsScYTG6ne84a5MhqF4r6cI2RQ3Wj7waTsgPZ0AXFDUd59p5eBcyAMAsTSGFH8vCy1V9VpMMNoeBYss1J8vZOqGHezFhWqb8lbp+K+1DhmYED2VI00jXKj8TePXMQnHrqAk49fUn87fWUL1y43+nY3BewsIiruS50Fk4zDSkuIvmSAqCisWQstTYOEcDekYba6tuo0Uq6uJYUnN7sZmrUIzUSECK94DLcVs4+LRiMKtEZS+GyWiQVJhWH6COFOAkW7K5hEPQ4L4jRgNCY0dKhNJYTXC68RLskQ0wUjrGkK4VQRTotzu5ehHgc41Kr1EcKHqNOwNCwuJ/fpe7JV87dHTzOOOArU/T5Mp1tRv6PDroA5sdMVwoVRCoMAnOsogOnomMfmC089LkN9lz0FuqvtHg7UI6uodN4wX0aDsqcMTSOQldsDmYZHCKeHIc1loVjA1MMbhTrsZTbH83mgSgiXi8lyM8EVT2jE9Lw2OqnyKlsepkEeUDOxe08NpWk4XXx9+IN7Tol9Mt5z+qowGvRAloUPKC5thgZpv5IosBbMg0077ETGpJVEVkX4SonRMIu1OLdbjtO1pEQIyp6iEKEvGaFjpJTWHaE3lQtfEoZI8yLTMg0OIDWNEiHcLXikLrfCaBQLGSlrzLweG10RKqJz2J9p6PtNh6eYCqvStWynGWpRiMMLCS44njTts2Ljfe4Dl1Wl0oEzz41vf0UBJetrkAh3PXoRP//RhwrNCgGDaXiEcPHsymOS59gszARgTCYsZxqX+zANinpUTGPGEQRMzP6VHqcq7htC0/AK4XKxIK81iQK1CEQBQySNRFeGQso80GGZhimsbXRS5W02kkh33aQJb/JmrjtCuGYa42sam90UfybDUiYbOX2ljWuX6toLLDUauodXGASW6FuP9DkDillRxBxatUgU96U6DdW3z0rTiEPr81TcB0AZcxHqE8deFiL01SGQoc7kgka6l+sFm58FZPaUUQ/Ty3SYs2fU9zQTMZir3c3QSEQaLOe2l7spw1OmY7HZTdGshaoduG8RpoXNCk8ZXjWNwyVnSLCdAIcXaoXwlE4p1tqE2TnBRJpxJSZTeNJkGoslTTO7qbh3+qXzEv7g707hpz78IB45vy6/0y7uM49V7Zfcj8CJSrjhKUCEqHzhqccv+JkG5xxr7RQHGgbTGLDu7EXMldEAYBXyZVw0SRulTsNb3Ge0j6BUyEi1EaHwVKBi5y7U5L4BmoZpNNY7mfK+vUyDDEosUm7d7Kmgn9GglNsSTePD95/FRjdDLQrUIsU5x5XNLg62EiUUl4UOurLvEwCEDBbTaCSh7NclflfGQG6HEgkoT58e5mYSigrrMqZBRsOoNteaBpPFfamaqFfG9rpZrgRenxBOdRq0Dfuz3Fp0WrVItM6X7+ukufLss1yL2gu1SLURacSh2kdTDNfhKf239Y7QaBbV9fSEpzyaBl2LKNRMgxbHTpqhHoU4tJAUhHDXsRLnyD8nvJfpY01zMhr69ZYTutP7lisHjfanDPS8/M/PngbgZxouU0kplOwajaxoNOqRf8qmDk/Z53uzmyHLxUTEqNI09g7MTKmcQ4enBtVpOCImhaeoejaRzdDo4dUahn69LLU39wjhq+20wH7WnPAULRrNWjnTaCYhQiM8NUz2VC0KkYRBKdP44D2nce1SHS+98aB6T7uXq7nS6oEsyWE3496aaWjtwQ5P2Z2JdXhKahqGB+iGewBYDMb83WQ7USCONee64+9yIy7XNEpi9nmuGxbSNgqfNVbGVmIPYuplufLszeSAhXqEdi+XekKo9tEUqMlJsJhGJ0OrFvZ1AohpnDfCU3Tuo4ChToKvwTRqcYBDC0LTMENketaIYTRif2psL+cW+8v4cEJ4LxOZiWSw+6V2U5+nP5WseMEq7iurCBf7QYWGbnjKvH6NpDjydbXdU6E+NzxF9/BCLSplOoS1dm+kivdZwtwZDWpXDshh9gyli7mJQkV4KGLkVLlLqZa0WJvtSUwhvN8wezM8BRQ9Q3rok1D0LKJFw8yeIq+OXqsnthA+jKYBlD+0Wc7xlw+exxteeBwHGvo9tK+L9VjtS6kQbtRIhIHNNOpRaPXrOjgoPNXTC1WrVvRO6f3ENHoyKynLuRGe0qI3efFLTb/R6BgppXUn3k8pt/S97kNvGks6BkDrMN00V1k5IuVWZpDVIlERbmgagJ1eTN9haxopmolYoOpxULifspwr3cYUwq2U29hOLW33JNNoJUhzrhZmOj7A9sbLmEaamayKK4NLWKj5U27J2JsG+xc+9hC+7/1/V3gvhXjpuTngaSPiT7kNNNNwZru4x+aGpyg0dfRATbE4gm7PHhnta/zrzht/4a/xMx950PvarGPujIbJNMi7MRfVMlBYpDD/ONXhpyTS4ZE4CBCFAdI8V0J4WcqtWacBQFeFb7pGQ/x+bKmOdUMIF6EZuxcOtbNuxk5FuCFy9kNZe/StXoY05zh2oI6FWmzMoNYPZpnISKDzJfZDdBNN81wWxjErZKM0DTc8lYhxm7RwJrJzbNFo2EzDrNCn2HscBmqBoYVsuZGUptwWmUamvjs0jEYhPGUYHMAwGqpTcY5mHKn9ttqA93Js9cRC23QYCqCZpa1pZMoILtbjAtMQw77EcVxY7yjWQIY2CllB0+ikOWpxiCOLNQB2VXjZwlpWp2GGDM15GoAufHRTail8ZGauffLRi/jME5cL21ht99SzROeAUHaNMnkfqkxLYhqO0wjIOeGO0SAR/KU3HsTVrZ4VLaBr00oiXWjsiXCcW2vj0Qsbqu5pr2HujIYpCgumwVRMux98Qjj9XXg/gmmY2VMm06A23D7PwqwIB8r7T9FDf2ypboWnWklUYBq0iDSSUOgGI2RPAeXZKxSmqMcBFuuRMmSaaUSl8WICnS/aDxLCQ6MzMIWhKDxFXiddp6ZTtU4jVF1Dp+s0JNMwajvoGkZGBT4t5MtNYRDdRaWT5upc11SBV65asFPKLeDva+QK4YBe/LuZZhqZ0UZkQbKqzU6KehyofaRrIdK6xXstpiE1DQDyWtnnhhoOPuuaBXTSXIcAVfFlUGA1ZsotYFeFu7VMdI784akcjVgvnG7K7UI98nYt1kxD60lnVzve1NfVrR5e+9yjVoNIQplj05PdHEjzUym3vvBUHBZY1OMXNgEAL75hGZzbzzA5NAv1yNA0iuvBA8+sWe/fa5g7oxEYrCLnRsPCIes0dMqtzhM3mYYdngpUlgsJ4d5h9qr3lPi93GhIpnGgjo1OZoWn6k4YwXxN6AZyW9IbHjRKVnS6LXrabSMrixZpygoBgAP1uLTalmBmLtHURCqIjA0dCDBSbp157KQHrLVT1dajWQsL7TXc+SFpxq02JvQ/iaa0SJKHuupcA38X10y1YA+DoDT04WZPuXPCu6ktDtO+k4d8ebOHRhyq92wY7fEJbniKDMxiPS60taDsnmfLtikUizdTbt0+UJ2eSAQ4JKvmz67qSnKt++l7q6xyW2RPGcfqCOFl/acoXdt0TM6ttgv6Geccq+0Ux5ZqePmtKwgDzZrMfXSfxzTLrfAUrQtdyXDMBJJ67AlPXdzAtUt1VYVvZlCtDalp3H96VRx7ZTT8YIy9njH2RcbYw4yxt017e5TRBEBlbIxSEU43m+mpUG53HDK1aJnzp9u9TEyJK8nSIm2FFvKypoWrcvrYQekFm0J4FDAETHv3ZsptGGiPya28LUPZTA3yGutxaHmDOhc+HiLlVnvrolqdxosGIlxlhJAOOuEpc54CIB4s+i6fpuEyDTMzS4fIGCgKQt9Lhtu9Bh1PeKrd09Xb1KiSjtOEmTUGaNFdaRqmEJ7rflwLMsR0ZbOLRhKqfaTrbxb6uUI4fd8BTworMY3bjy4A0BlUOjwVKPF4oyMSM7qZSLm95XALtSjAPU9d0ccnZ5uMqmmkGZehYjvlFigunOSg0blfbfew2k4LLco3ZKbSUiPGv3z1bfiur7zVcpRK6zRcIdxgGibLAMrDU7ccaSlnxxTDNzxGw7ce3P/Mqnz/aM0QZwVTNRqMsRDALwJ4A4A7AHwLY+yOaW4ztJiGLu4b3HuK4uA6ewrQ7bkV06CU20Cn7W12M8E0SuYsuJkjZdP7xEyAWC2OdFM1YlGQZt7EW4ppRKrqGtC1BINQJoRvdXWWk+kNWuGpIYr7FNNgmmlERiYbeYCNWKTSrheYhtj2arunFpCFpLgwmhXh4ndeYI1mnFozDRq76zCNrBieEnPhiS2WG41OptuGA9qbNrOnVHjKYBq0cKcy48jNujIF8XKmUQxP0YL27Gsk05BieKqMKrNqdmiBrceC2b70xoO4y+iQ201t3Y/O0eDsKX/KrXs89N44ZOrcP315S547uxiSGOKBeoxX3nYYP/D651rfU5YWncrQqds9wmWJgLg3XWP12IUN3HzIMBrG/UPH0pJOnm/7AHD/aTHioApP+XEngIc5549yzrsA3g/gjdPcoKVpqMl9/kptE24cXC+MmcwdD5BEITZ7dkU4IDzxhOo0PMaJtBUCebluaGRVFgZRfv+VzS7qsZ4JIWZWO5pGLBsWjsg0yoRwekgacajz/zupCn3YmobfU+qlRnFfKKYKarZmV4RTKq3WNIRxodCQYBpiAenLNIyUWy1qaiGc0EpspuE2Leymuk7DPM7USGXWXmz/lFs1J1xVu+vGlmJyHzENLeDW41DpOeQYmEyDzhPNQ1GaRi0uZE9dKoSnHKYR6LG05qQ+OpevuPUQ7n9mVdUUeVNuS4Vw3cMrzfJCcV9Z/7NexmXKrXjvk5c21Wum10/3IzlgLsqYhuo95QrhHqNRi0PlRAHCCF/d6uGWwy0cbMXqbwQ7e4r0HPse2eymaj79MHPgZxHTNhrXAXjK+P1p+bepwe3DFDKGWMbV+8EVwsy4taoID3WYg4r9APFQxzL04puzkDkLeS0ScesrTsoetSAg7+/8ekc91LRPrqZRi/TMCtrWsEzDJ4RrTSMwPOUUa+0UjNmifFl4qi3biwOQk/uIaQQqVGjqDmYLcZGnrwvo1qWmAYgwjtmnCjC64hqLsTtBz5wtQgs5NS10mUbH3HepwZhMw8yeKgrhubWgukxDhH5C2bVApyGb9QX9NI2AAevU0JKSJFT2lJ9p1OMA1y7XwZiu1SAHKpIx/FYSWr3O6Fy+4tYVcA7c/ZhgG14hPPbPvUgzo/OzfN3NngL84alEsnpAMw3AZraUCnyg7jcaZWywJx1Aeh5VzzODHRPqsd1G5PRVsS/XH2yorD8z7XajkyKULVDKivu+eGYNnIvvqMJTY4Ix9hbG2EnG2Mnz589v+/uiQE/kEkK4EC+HqdMwsyosoyFboZueiMk0RBvu8jGgVJluwtdKZE02O6OQw7nVjlrkAJtptGX1cBDokaoACh5dGRadimuCzp5yw1MpFmoRAqMvUFmdxvm1Dg4viOwb3Xsq10wj54buwKxQmRkKBGxNgx7Uc57me/SeNBet6sV3F8NTZITL0p5dtpCEgepsDMAyaK6D4HqrtShAYMyNoPqVWCZmKCG8ZhsNmi9OxoK0jcMLNbXIbnZ0eBIQWtNmN7OyBC9t9LDSTBCFAVaaiYdpyKFIdWG0SZugpIKX3LiMWhTgrkcvqeMDfJqGP3uKwlN0n3iFcDc8JZ0Gup5PlzANenaWSphGJFsKeXtPGaFluq6dbHB4ihjXUiNBIw6RRIElhK+3dW8zHR6z1x3SM+68eaXQX2yvYNpG4xSAG4zfr5d/U+Ccv5NzfoJzfuLIkSPb3iAxDV0bITN2hmAa5uJitlZW3o/xumAahvAWhqVZWtQ40cSyp7iMZgKQMHpuraPy+gGXaaQqPk4zK2hbQzENp/CM0E71wrHghKfIq9MV4f6alPNrHRw94BoNmXIr05+7fcJTptFYM5jGS286CAD4tNF5t9B7ygxPKU1Dnw/yfhfrMRizhfA0y5FzZ1GUFc+5wTR0RXh/IZwxZnVzpYVJtIvXjKhlGA1asFtJpIwFGY9rDtSUcXWZxoEGaUD6el7e7KrZIYcXakrTcBMFWvL80wJZN9qofOlNWtcgIdzKnupXp+GkZnvDUwWmIRgpsR2TaVjhKdI0GhF8YFJ76riahnSqhhXCe5mupzENFWMMK83ECU9lKhOOmIab6v/AM6tYrEd49rFFcG5nxu0VTNtofBrA7YyxWxhjCYA3AfjDaW6QFik1w4Kx0voJE2ZtAeDJnjLCEgAxDf17HInXfSEbNzwFiFisVwivxZpprLUtpmGGAra6OjvFDE8NrWnU7fYdBDPldlHG2olpkMZRi2wP0sSlzS7SnOMaWRwWBbo1ehzIEJ6hacSBrL9o6/BUbIanDKZxx/EDaCUhPvWYNhpZQQjPC5lwVB9DzIzO2YF6jKuGp1gas+9pphGy8joNtyIc0D2WRDuaHIlR36PaiFhGQxxHsxYqNkELy9HFeoFpEHMiFmZ6vhc3ukqwPbxoMA0jPAXITLp2qmohSIsAhK7xwJlVXNnsljCNYnhK1bSEwrHqqDR1/Z6+4anIz2bNWg2laZSEpwCgFgaKdRKoeFCFpwxNoxa5RkNmz6W20SCWutyMHSG8p4w43XOuxnn/6VXccfxAqdO2FzBVo8E5TwG8FcCfAXgAwO9wzu/r/6ntQTENox05MYB+VLDrZL6YRqOXiSlw5sMSF5hGUMpoSJA3sewxGjRfmIyGKXQCNtNoy/ngdIwW0+gzH5ygZmq0y42G6Q2uyYlk7rlxQXn9NBiImilScR+dIzMcuGB44+RpugsTIFJEX3rTQZtp+Oo0HE1De9T6+gLioTevATEnN/zSzUo0DV94KrS30ZK1JeL+gyoCNTUNs9EeXdNmrM8JZexdc6Cm6mZosSWnwpcCenmjq4zJ4YWartMwhHCAanZMIVwfwytuPQTOgU89dqnQNQGgOg2ndkYeVywFZx/TqEVC33KFcFP7cn0fM1REmoZ57lyIsbz2vrlCeGoyDU94CtAhWzckttJKnJTbTD1XagiTc488dG4dzzm2qO7FvVirMXVNg3P+J5zzZ3POb+Ocv2Pa26M6DVq7qTU60L9NsXjgbSMACGrdy0RhmnlTmTcegL7zNHwhI1fT6GVictuBRmx5no3E1jTI69nspip9VKS1jlinURIeMI2GeWOTSG8euy97ivSGa6TR0DPCeaHJoxkeMZlG4hho8+c7b17BF86sqSQCrWkUhXCz9xSg4/+EZWemhq+3UuIwjSjs07DQwzSo6M7cp1CyLZVyazKNyGAaXZtpHFmsq7oZs1sAoJnGJcdoKKaxUCswDTovxIZocafQECCqyQEx6lfNnLAqwoNCOqz6/kjoN8poGLclY0wZKxOk+zCmz/OicqJsTWOhpseq+pB4mEaZEG4WpKpjcwpqr2z1EBlFhAebiSWEr3V0CrTOntJGo5OKeqdrFmvqulXhqRmAGi+qOstC3Vi+Wo00y3XowLNQifCU7i1FEO2Vzd/7tUYvtvVYaSW4uKG7iK63tedkxrhbif2AEtWn5nZ0zFoIH7JOQ4UHbLZDIYB6JFo5JFGANRmeMhvCJSWhuHOSaVB4KpSFddS9lNqImPH/Vk2PHHWH8NBxE+68ZQUAcPLxy/L9NtOgoViAUdynjIbNApaaiaUr6UE8xTYZFAYTQ5jo3tAPPOe84HgAsqPxVs8K7ZBjk+Y5GLP3i5yEljGGlTr7HlnQhZD0NzLsB53wVDfNsdZJLaax2RXGxizuA3QmnZk5Z+5/wIQxKgtPmecO0MY3ChjCUDsXobMo+9K+e7m+L+i7bzzUBGBraDQhrx+SqNihgULNamCbkT1VxjRo/69u9ZSeAQAHW7YuudHRIVxfG5HLGz35uWTgTJtZxtwZDaL+KjxlxKDdBT3POb78xz+G9939ZEEIV71vZN+fYvZUYC3OcVg+BlQUGdp/O7ZURzfNVUzUrLheMDziphPv1ppGpm7qgNkzwofJniprp03V7bSgiMrxnio8VOcn9huNs6vENKTRkA9YJ82N8JRtpJty2I1Y8KUQHhZDhYDo+ZOEAT4lQ1Rmy3VAxJA3nQXVZDQm3BAhLQ7+8JT4XQxhKjKNnid0A2hGaTbEi9Q54IiDQLUnN4+DBjgBIjxVjwNVk7DWSdWoVzommqF+SS5MxMQOKqMh/r+w1tUpt4GhaRjhKdNohgHDcjMpNRp1o9UKITWPNWBqsXczCH39z3qZDq+Ss3DjijAarhBeVqNBiD1dp9OcW5mPZu8pnxAO6ILXq1s9LBkNEleaCa5sdtV3iOwpyTSoYaFxj1yUzR8PtZJCB+S9hLkzGqHsqqqyp8zwlBNO6KQ5zq52cPdjl/oyDfJ+7OwpZmkHNE+jLDzlPjDUu+YZmfttFs+ZsfdmXM40yEONQrMifLjsKRIQXV1lS7bGJrTkg20K4YBkGh4DeW6tjYPNWC08YUhGI5MCpC7uU4u5fNBEh11xrqlDLR03oR6HePENS0oMN1uuA1DDlgAdjqLtuExDZLDp8IKa3WE6DzGFp8RrQYkQ7gttAYbRML47IjYs05DN890wjYaRPdVKIisFWmka8hgbckgVMQ0Km5AxoQr41XbP6j0FaE3DTbklrLSk0cgymcJu1xyZ5w6whzxFQWAxDxPu+efcbmlPgrwyGqamYWTzlSGJQk/KrRioNkxxnxbCxXZXJdPQ+58g5/rZ3eikyhkLpCZjOpGKaTS10aiYxgyAJsVRJCoMmKLF7iAm8lwePLOGrhFjB8y+Qxk4l+Enp07DDU8pluOEwTJeTLk9ttQAAJy5KsI55pxjsyLWZhqBoWm4TEO8Z1hN41ArQRIGOH2lbf293cstz3ehFuHCekcOYNIPDMX6XZxd7eCaxbr6XTGNXo5QJg/08tzSNEjM3ZRdZ91QoPswv+zmFdx76irakp0AMKqPNdNQRjXQsXsTtKC7nU5NI0V1GuYYXV+Lip7H4JjbMIdJUTixZyQH0CWjhWrZCJ1tdUXSgxnSMNvmE1YkIwC0tkGVy7o1iQ5P0X3SqkXIcq4ciHpsG9cVg2kUqqY96ddmZlxoMA33GTjUquGiocG4qcB0Lm9QTENv4+pWOpBpJB7mr3pPuXUaQwrhptEwdSTOOda7qaVPiQ4RevuKaSwkhcLPvYT5MxrSk9W9gkQWB1DUNOhBfvTCOra6aaGoC9CeQFRgGoHFNEjTAIrGKfcwjWNSKD6zSkbDTiGkm8rWNELFNMzsqTDAyEwjCBiOL9cLPf07sjU2YaEeKcNiMo1aVMyBB4SmQaEpsW86PBUHZmfgzBJiARG7p/CEL25OOL7cQJqLzrtqjKzR54ji/fQ31zgRlhoxcq5bc/iMBmkaKuU2ZLIGgFnetWYa/m2QR033SSo1DRJ9aaGma3p4IVE6g5htrhsZrrVTnLqyicMLieXoHDSyecirpYWNnI9NeY7jUHdCJqGZhHI39XSlleDypghruUax5g1Pmc0dDU3DWW2IwRB0soCtadx0qCw8NYSm4SnuM8e9mkK4e9wU2qPF/sqmyzSoO3EXm13hXLpGw4xu0LGutGraUdqDrUTmzmhQ7ykr5TbUXqgJugl7GceDZ9ethSqQVaMUczRbG9B2fJqGbzu+Oo0jizWEAVNMQw85kp6hvPmaVrxbMw1T06CKcG4MOxoG1y41cNoxGm54arEWqRCaPYO5SP0BkT1F6baAaTQyVdwHCAPhho02TKZRkj0F2CywwDTyHFsys4y8Sdc4EShkQ5W+HZ/QK7Ubk2kAYsE7v1YcUGSmYQM6PfP8Wld9t0rWMO4Lupb0P1XUX1jvYKObomHMAt/opHj43DpuO7JgbcvM5jm/Ju4rmouhmEY3VSEaAoVUzkuj4TKNg3JxF964/Zo/PKWF9rKUWzqHVzZ7SgMxJwoCnvBUQQgfpGkUE1NS2d3BV9znZk/RfXxO6nRXt3qq/QztPyAM9LqjMYnjt+f4XN7ogjFxT5Q1bNwLmDujEco6gNwo7isTwq0WAVu9wgOfRLr7qhmWAGR4ymEm5dPCinUaYcBwzWINz1y1mQYtDNpomN59qNqKbxqahhoow4ev0wCA6w4WjUbbyMoC9PxqwC6kohnqJvKc49xaR2VOAXqR7VALDblvW11d6d2yvOBi9X2x6EpntajeUyGl3AqmYRrbqIRpqP5TWzrjiI7N3LYZnqJF/oaDTTxltLjwGRxAN9SjBZm8XC2E62aU5v9qct56F1vdDC0jPLXW7uGR8xsqHZZgMo3TV9tIogCHHKYhwlP2PUIL2MX1rlWHQjjUSnB5s4dOmhWuhTvdEDDCTPK7dMqtE55asDvFuo0mqQ3LtcsilEtOXp6LOpWB4Skf08i5pUfSdaX7zsRCLUIzCXFurYM851ht20zjYFOHp8xmhQSh55hCuEiBppT1RhxWQvgsgJiG2craLeQhuNPAfB4tVd4Wivuc7CkSwgHPMHvu1xmOLdULmgZ5fdRKpFWzmQYgqDnnUNpDaHhN1CZhGFy73MDZ1bZl5No9XWku9kM/BG54quvUaVzc6CLLucU0yKB1ermlA236mEY3Vd1wzf49BYFSMY1cpRibbRs2O6llbNV2Ypdp2MkApXUaptGQ5/rGlabV4sIX2gI006AWHqK4L1D3KBk08qrp84pprHVUeIrujccvbuLqVq9gNFaasQqBnLqyheuWG+r8m+3WKSxGoO+9uNFR59bEwVaCLOe4sN4dStPQ4SnSNPTgMmt/ndoSYihK04hCHFqoKY2LnLy1dgrOy/tOEcRQNP0sZrLAMgoC/cz0EcIBkTp+bq2DtY7YpmmoKAx7ZrVtjXrV23eYxmZXTaoEZH1SpWnsPnTvKfE7VYQD5eEpguthJVGgMlhip0rZDLXQZ8sYja/3FCAyqCj08/iFDVyzWCukhzYcpgFoz4wyqyhDKZfZJ8NoGgBw3bIoFiPDBYjwVC0uLiiAPYO55vHidDV4kWm0ZXhKMw1D0yCm0cmsIis9DMlmCOYUQ7OnFSAcg02Haejt2N9DCwBVF5fWafQyKyMIAK5faeL0VV3w5s7wICw5TCORCykVIdL5qcvOx6QzHF7U4amtXoZGEom6mVAPRiqEp1oJVtsi/HTq8hauXdbGu6mKyVJVq0CgdjEX1rpWYR+B2MqZq1sFNl6LdXjq0kZXHJcxgzyywlN+o0GagWlsAOCmlSaef+0BuR2deKFbiAyjaRhai7Ff9DxS4kqa8xKjUcfZ1bbRrNB8BkIcXqjh9JUta9QrgZpzEi6ud1W4EJBdmyumsfuIAlGzkBvFfUprKMmeoofCpadJFKiLSr2lzO3YmkZ5eCrn/oX82IEGnrnaBucc9z+zijvkAwLohbSVFJkGiaoNH9PIiqGwMhDtN0NUbnjK7MBqCo9JWAxPnXeqwQGofeFcGF5aEPoxDddolHq3aY6M+oIZjoFrNMhpcCvCSbuh+6B/nYYdl7/hYAOc63On57EU03rNcyMYqW6tQkaokYRW9T/dkxfWO9jopMpBWKhHalxogWnIz1zZ6uH0lS1cKzP0zO1uKCFcHyMZ035MAxDORdm1OL/ewat/8uN49189pivC5fUmw+o+A7SAEtNww1M//Mbn41f/+csAUI2S3c5jcPaUnQJvphpHhtEoS5cGgCMHaji/1jH6TiXW69fJZBJz1CshcrK3LhltXQD/fJi9gLkzGsQ0MqO4LyoJG9Gi94LrlgAUb5okDFRKnNkPSbRdtlNuk6h8O746DQA4tiSqdC9udPHwuXXccVwbDSrwczUNQDMNsyIc0BPShmcaYlExM6g6ab/wlK1p0GJwdbOHdi9TTMPSNAzPNDSyVjaNbDXlBSshXLzHnW1C8DGNIBCtsNM8tybaAeVMQ2f+iONwZ6qIbYtOpzRwifaf0kCfurxpfbZcCCdNQ7QRodYqdA/V48BasOtyCBZpGk0jXNnNcrSSUNX6ECjGfuZqG+fWOrjuYMN6vVWLsClTbk2vn7zjnjHX28SKqvFIi9lTcp9/7zNPY7Wd4vSVLRWSoSI6Or8u2y6Ep5yUW2aElkXfNZdpDDYaXUug10zGFMJ99TmEo4t1nFttl7Ziv3ZZOH4bHqPhjn++vNlVBhiQ7Vuq7KndB+XA+4v7/EzjRdcLo1EMT4VK4DJrB+hGdntPJSXhqTxHoSIc0LUan3joPNKc43nHi0zDzZ4CdKsIWmzpARA0O1fhqkHwMY2trptyG8ttFFuakIf2z37tU/hn7/6USh8+smim3Bo6kCGybvX0sCPNNCjl1g1PlRmN3NIFYtnTycwsA8ziPptpuCKuT8ymn7d6qTwex2hckkyjRAhvJiGigKl0VmojQim3ZFTrUWjVxwDAkQXh5ZpJDzTl77ZrFqyZ2IBehGlmA11fglikMovhADo8BcAbnqL26r7jo/ffLYst19qp6uxKGYVlxX0U37+ohkP53wfY87pXSxZwF+745dT4fnPca9m1A4RusdHN1DPiMxqnr2yVZk/R9vOc4/JmTzFI8d5wT9Zp9A8K7kFQR1uzuM+koiYoRvrCMqZhahqhGLIkfg6s/+nnMu0k41yFT0yQp/ixL4jhU2Z4ioRwqzW6ZBoqPOUwjWxETaMehzjUSnDKKPBrp072VC1S/5uLlFnc9/SlTVzc6OLR8xtYaSV2GwrjM2FgTjQzKn9lGupmN7WyWMqNhk65NYsZRXFlkWmoLC1nUXbTRctaowO6sRxt69iBOuKQaaZREuJgjGGpEevwlFERbmoL3/Al11nDpQAhhp+6soUs53rYkjyuZzl6BqCZxn2nrgIArneMRjMJlaZh3o80UjjLeeFcA5ppiONzz6H9/rVOaizOgeU0uGHTKAywbIj3qk7Dsw/1ODCMhkxPH1SnEYYlTMNYE3ixK7IJYs0PnVsD4Dcam90Mpy4X09LN8c+r7R6ynNtMoxbhiYub2GuYO6Oh5mkYxX0qbORmT0kP845rDyAOWXFRCY3sKaMfEi18hS631HpkiJRbQBf4/cUXz6ERh7j5UEu9dnSpLvoNOf2eAB2eMocwAVCC3rB1GoC46U85mobppdNDsOiEAqgZnPCgxEN/Yb2D5x5btN5nn6NiFT0gFlbRaymTNQS2cS7G0fVibzZoFKNkBdMwGdqJmw/i337dc3Di5hXne7TxAYzW6E4bEUDPrzBZ5nXLDZV2W5Y9BYiFhiqfzc4BojmjeP///uJrC587vJjgbjk1r2FoGoBgGi6Iadx72s80mrUIGx27XgaQw6KSEKvttNBCBJB6Syz6g5WFp8KA4aaVJtbbqTVONg5Mp6F4X5oFfrqlusdoRGExPDUE0zCfRWU0jIrwfBDTkN0NHjq3DsBjNKTj9+DZNTXqVW3fyJ6i628yDV/Dxr2AuTMaRP19DQvLwlNLjRjv+xevwK1HWtbrtdjom2NUKetFzfC8jewpdzt5ScotpaautlN8yY3L1nu+6UtvwKuedcTy+ifNNAChazx8XjwQnHO0e7kVoiCm4c4tqMnivrV2ipwD3/qKG/E7J5+20m3NfQN0hTAhMfpL0aS6XsaV8S3PnipjGqLSeqNjG41aFOJ7X/OswrEHsvbGZBqxkVljbpsYp3lub1hp4qnLdnjKDXEC9uImivv0uFffQkU4vKDbbJAeQ9fDzZwCtOhOQvnxZftatCTTqMdhoaW4aOGeejUNQCzup65sWdcM0OfnNc85gpyL3mOUcEKZYgSv0WgmKnuqV6ILAYIV0zVY3eqBMViNPX2oheL55ZyDMWYxIHNcQj8hnNJqH5LFv65RJcP84Nn1AhuPDE1DV4NXQvjMQWkaKntKxy9dgVq1AY9D3HnLisqNJ7htRdxJcJYXbWRXudtJM78QnkSB2qapZ9Br1BKaoDQN2SKiuc06DUDHZDnXgqDbRgQoio4khBPLeOmNB/Geb38ZfuD1z7HeF1mLRmAtVuYC25Tx3W6WK++0VlanQZpGmlkhnihg6KVcNnMczh+qGWE2Mb3NXjSTkvAUAFxvFPj1W3hM7zSW3rfQNHhh8TZxxLgfKfWaroebOQXIGSiyY/CRxVrhWJqJYBpZzi0GAGhj5GNKgF7sfBmGb3/Dc/EDr38uFuWsd6VNhHarnUFMo5drobp4bFoIv7olqsF9aewm4lC0rPl//uBe/Ov3/526v92UW18CBOGoZBqnrmxZbdEJ1xrJJKYITtuh+6LUaHSzQq+6WcdcMg23uI8Wp2LvKaod8D8obit0xTRCO3xCP/dLuS27wY8tieE4dzhGwwedPWWn3JoPwKhM49rlOja7Ga5sCu8NQKGNCFBkGtTlljzhg80Er3zW4cL3m8cdB3a4wkr7TCIVdijWafhDIiSE02IUhwHWOrZBHQRz8lwnzTyhMDIaxDT06zesNHBpo4uNTtp34VkqMA2GLKPwVPm1OmwkFFDK7eFWgkYcqn5MLg62Emx0twqhKUCwlU3ZVM/tGkBMpoxpUCzeZxS/66tuA6Bbnfes1FbjGfIc66GFBH/7pJiN0o9p1GLdd+3qEH2nzH3+rU89iZwDr7vjqNwPXdyXG86S79gONCLlIPmE90OtRL3uGo1EMl+gxGjIe3SrlxXa9s8y5o5piNGn2kBQDynAV6eRe/PSCYkTn3TDU66mESlGU9Q0fEwDELUagC2Cl0HXabiaht5Omg3fewqw027JkzPrBRbqJeEpuS/U42i56Y8vW0zDab1iMY0kVGmNbvaUT1wWldqZpQtEIVPf0RzyITRnXPtmKrhCuEnibjio027LivsAh2nIZIBezgtFdi5M5ktG8M2vuhW//z2vLHV0aFFyRXDxHcKz7eXFPkuUJVeP/EbjUB+jQVisx1II16mz5vH5dL0V2aKEMv/ocy6EpqGNxnIjKbzHxTeduB5/9K++Ar/73V8GQHSzBnQqMCDDU30MPmNMieE+oxEETOkabko3TakEypkGsPdmasyd0aCblGhhaDCNv33iMt7ws5/AJx4S2UrtXuZNMSQkzgJHv9OiZj4QNaPNyLBtRACRQcUYCgKyD+QFXnY0jcDwmnLu9+jKQLn8p65sYcszua0RhwiYRwiX54CqyQ82/Q+xuVDEgR2uMKfctWqRWvCLdRrFa1SXYSWTaYQBU5k1blJDGWpGVo6/9Te1bdf1OoQbjbTbft4qLTakl0RBoEKJ/fqEHTZSXckILjXiQijTBF2Hax09A5CahlzU3fuRGKVPCDe/1y1etL6jHqGb6nkmoj+brWm5WGnVVFt23Rrdp2noZp1ui/Iy1KIQL7huCc85Js7XF89KoxHYQ5j6GXxAZ1Atl2yTWN2C84xEoW6YeGmji2YSejMT95oYvnc40ZCgeD55DwHTjOC9n3wCAPC5p6/iVbcfGZFpBAWmQcVHNDimjNHkfTKavv3Lb8ZLb1oeKgZPXu+VTTGrWI0zDSj8hpHqNADguKwVeebKlloETW+TMYY33Xkjvvq513j35YzsAGqmEppwY9qxJ3sKEJ40MSiXYfgeZsrbp9njgDBKFOIaOjxlMg1Pe2zaNomw5nXUtRqbWgj36EnaaGgtLM3yQrdZFz6mMQjkyV7nYxq1CJu9TLYvsbdLXnKZE0XNBfsxDVoEyamJB6TcAprBXJQtSIASpmHUaVzZ6qn7dhgs1CIcPVDDg2dFwkcUBta4137ZU4BOWCkzVMpoOEwjltl8QLEaHDCZxt6q1Zg7o6FDRDo8tVCPEAYMJ246iJNPXFaekFuT4ML0cM0ut5b3FDBwzi1txO3J1I9p3HZkwZsJ4wPtazfLrXCRGZ4aVdNYaSUImHho1YxoZ4H6T9/4wsLn6AE7t9pGGLDSPkAW03A8TzMf39Q0aEEr0zQAvYiYTCMKGVbXyGiMIITL69XplQ8ZokE85rk92IyxUIvw5KVNNJKwkHlFoMXGdDrSIZiGWSTZ6HOfmtBMw6NpJCE4FwV4rjdPRYNlTpRmGuX7S/ckpYS72XK++9KsCnd7T5mgOg3OuZigVxIOLcNtRxbwyUcvqv2gDgJ5zlXqfdlaQEyjLMWXwlNFITxQGVt+oyG2t9eYxtTCU4yx/8gYO8UYu0f++/ppbcsELSCaaTAcqMf4+L95Nd73L16OVqKrMDuDwlNOZXAobzRX3HOFW7ebbp77vaxREQV6wpu5iJjhqVGzp8KAYaWViHYVZDRK4tomyKCeWW1j2ZNVYu6z+tnIQAOK2VMy4U2Hp/owDVrshS6gw4Y0l8SNL5cfhx6h283KR35ueLKnGGO4caWJJyXT8MXEAagFLjbCm+kQmkY91u3Qh2caYls+o0EhrqtbvcLCTNpV2fOwMoSmoZiGjN+b2gFQnj0FAJc2Orr3lOd99ShEzoUzOGx4ysStR1rq/lKaJBNjkskhKDPM1wzJNFwx2yzu8xkNOl97bRDTtDWNn+acv0T++5MpbwuAZgHdzJ4WduOhJqIwsHKjO2leGsMFnOypQLfrdhfCxNE4vEL4BM60OeHNXESUocxy2fp5NAN1qFXDxfVO6YxoH+jcnF1tl4amzH2jn61+XZ6ZDkBx3OfQTEOGCgGgEQ/HNOpxqGLlHa8QLjNcPOEpQEyVe/ziRmHGvAnFNIz7RBX3DbgxSNcYNrvmeccP4FArwc2HW4XXSOdZ76SelFsZnhqUcjtACAfs8JQlhJdkTwHApQ09jKksPEXf3cv4yEbDZPORGSbMuXKWGiWGmRhfWbIHGY3FgtFgNtNwdL/mHh3ENHdCOHndvZRbvxNEbrQMTzlT6lyYD5CZ0eOGpyjMoirCRwhPjQraJ5NKBw67GnVbK63ECk+VPTwmaAE8u9qxZgS4KFSE92Ea7t/pWH0ePOXtm/2bzAVqLKaR5gVPu1CnwVyj0cJTlzax1S2m6xLc8JQ5I9znVZs4vFADY+WLuYvXPu8oPvPvv6YQKgHskJ0bFlPhqUFMo4+Ro/DUlc0eAmZPzQQGhac6hfbzJsiRoaaYZaJ0GW41jYaROJHnQzCNPtlTQDnTiILA0jRc52qvzgmfttF4K2Psc4yxdzPGDvrewBh7C2PsJGPs5Pnz57e9QTd7qmA0jPCUqH7uwzSc4j5APLxWi3QjbqvaczvhqbI2IuPAyzSYbTRGZhoLCS7KuQ3AkOEped7WO2mhXbQJt7jPrW0htDwL2ituO4Q3vuRab+hLMISsUKdBGMbwiePQ/Yn8TEMbDVoITdx8qIlexvHEpc3SNFgze8r8v93LBoYSDy/U0DTmbGwHpiEtC0+VGY3rlht4ztFFPLdP5hYtgpc2ut4MQ98zUItECO7iRtdoje4JR8r9OisTL0YOTxnMS7UBYgxZDiNr0H/szz66iEYc4tlH/RmON6408VXPPoKX3bJi/T2WDQvbvQxbvaxU09hrKbfbEsIZYx8BcMzz0g8B+GUAPwKAy/9/CsB3um/knL8TwDsB4MSJE9sujXQ1DdfrNsNTg5iGXdynFyarNUYQqKI4NYTJZRoj9oPqB1rEzEUx2ibToHYVZoX8IJiLaz+m4Rb3udMOCaYRpO9+zXOuwWueY2dtEWpRgAvruegtZgjhBHceeBlMIbzrHWeq24j4MqOoav+hs2ulYboi0xD/ixG4/a/V844fUE0RtwtrmuGIKbeNJMSfff9X9v1+k2m43RPEz/5jpapwEtu9RiOymcaoRuO65Ya61qqjg2xwudXNVNNMH65dbuCBH3l96XcnUYD3fuedhb/TECbKCnTDW3t1Tvi2jAbn/HXDvI8x9isA/mg72xoWuouqn2k0kwiXN0W/IJE9Ve7p1aLiDS9aW9vGhDx91a6kIIRPnmk0fOGpPq2l++FQK8FaO1XZS6NoGkB5uq27L2HQr7ivPHTiQ00O5TH7G5nbGjbbyOye6hPC6XfO/caYmkxe3uwV+m4RqD167PG+Bxn4f/XVz8Jbv7rYN2scDMM0fDUxw4K+o5vlaCSx3E5/TQMQmsHZ1TZuXGmCMf85ofv+HBmNEbOngoDhlsMtfOHMms00OJeTEcc/7jJQY8pLRtcEd59Eo869ZTSmmT113Pj1GwHcO61tmSjUaThHaI5Y7PTyvl41LRixnFkNiMldppdjptqSUF4QwqegaZhjYOm7qR1GOKLqfkjWA1B752GYhrm4lBX2AW7KrZ09ZTa/82ka/VCPQnR6uTXIiP5vxOHAvkQEs06j0yvWaZit9b1z3g/U+6YGA7o9ujdle8CxBgGb2L1jhQCd73zR9Uv47q+6DV9226Gxv78WhdYz426nzJm5/ZoFfPHMWmGioAm6J8+MyTQA3RmYGGMgtaWtbqbatEwSdCw06tcnpFP/qb2EadZp/ARj7CUQ4anHAXzXFLel4KsIN9GsRbpOo9e/TkM/APpG/sV/8iXWZ9zZ4e4weWDC4SnFNPQ2gwloGoCoCh9WdLWYRh+vz60I9rVGB9zsqcH7TwwhMcIKtK1hRXCAwlPlTIPek3Yz7zUMAtES/KFz632N3VIjLhSHAv700mnBHRBkohaFeNsbnrvtbSzWIlxMu96mnmXPwHOPLeL9n34Kp69slZ6PugpPjadpAMBtUtcIDYOW5RybvaxQmzQJ0HWmWSq+1ietPcg0pmY0OOffNq3v7ofQMRqux2n2sG+nwwnh5kN+/UG7UVyhgCkMCm1EylqjjwNa0JsepjG+piGNxuUt1KJgKNHVNCz9hHB7CJN9rtyKcN/fy7cvUm4bMvRjfm7Ywj76nl7GVbdTX3ZQLQ6x0c1KjfFNh4TR6JeO+rKbV1QYzxS/R6ne3y58c9MnjYW6ELXjqMg0So2GFNc/f+qqdwAToJnGWVlM6ssOG4TXPu8oPv34ZXW/B1IIbzuTHicFxTTWqGtC0dA1k0hl5u0VzF1FeDgg5baZiGEuvSz3tsI20a+4jGDGqgFxo/iGMJU1LBwV9PCYbIe+uzMu02jJ8NSVraEfHvOcuFkhJtymjm7rFYLlBQ+xoNXjQA5hsntPAcMXwgHmnPBMptwWt+2O+XVxk9Q1+t0nP/6PXqR+ttKOp7R4+0Bib2a0Xpk0SAyPjYJLQtkzQH3XHruwURhPQDCNhq9F+TB48Q3L+K23vEL9TpMet3rZSPfMsKBzTKN+fWFc6jy8lzB3dRrkuaniPlZkGoAuQBqmuK/fInZsqa7GtgLF8BSXTQSHjbEPgmYa/uI+8/dhQTOg1zvlQ3jK9gMYEJ4yvWpHsE6s8JSRPRUN3v96HCLNRVtrndk2utGgsMdmV/Sx8jXkI0NSZoxvlhlU/WoYTNjFoTvHNGhCotjulJiGfL58tTNlz8ByM1HPUJkxU7NkNkevBi+DEMLFtR/2vh8FdI7PrXVQjwPvNqjz8F7C3DENVZVNTMN5Nih0QcPshynui/ssYj/7pi+xfo+d8JSaVT7F7Ck3PDVq6GGxFqn5GMM+PMmQ4SlzV5T3GTB0YJ9Xs5X5UEK4USfiCuEjhafk8a7J9iNlmgZQHkq6cQimYcJO2d45owEI7WitnU5tu1QVHjlMY9D2nntsEc9cbQ8UwoHx9AwfAlnc1+5lqoBvktCaRrs0WaRVC3HaGLe8FzB/TGNQcZ8USSkNbpiGhf1CCPXYbnccyYIeArW1mJRj56vToO/uKE1jtO9kjCkxfGijYWykX3Wul2mExQSDhnUOh9M0AGEoXSF8pPCUPJ9rbbvDrm9bZYZ/VKZhF4fu7CNIWWrDGOZxQPUebvbUIKZNukYZ8zKdu0kZDRoNPa3wFN1L59c6pY5VI957msbcGQ1apMpCNZSlc3Fj+PDUKA+Ym3JrDoOaBLx1Gk721CgNCwnaaAwZYpH1EQfqUd+Fz2IaThjJXGTDgKljGjZ7Su2LE/YaZQoaGQRiGr7MMbP9hw/XLTdEF+QxmMakEiSGBd3/0wqLUa2GYhieMJUPpGuUGV5Ta5oY05BC+GZ3SnUagTYaZSHcvahpzF14ytfl1gQtKJekONU35daTVz8IcaiHyQOiRgOYXHjKzzS2l3ILaDF8mBYihCQM+hb2iX0petX0N9cYt2pivvUw4rCVCBDaDGaUBYCMz+pWP6bRX9uKwgBvftUteNlNK0Nt00q53UFNA9AsbHrhqcj6frOjbD88bwDTEFl9osiyrHHgqBBJATnaU9M0xLGsttPSfa40jRlA0WjYr1N4alpMwxwmD5jhqQkzjaQf0xjDaIzINABxfvrpGWLf9M9uuw93wRRaRLc07dKEO+sE0DUPw07tM7+HquF9TKM2gGkAwNvf8Lyht2k38dtZsk9O09RSbmvuwKn+ehDhlsMt2UHav1+MMdQi0aRyYkJ4IIXwKWdPAeW6XysRvc96WXEE76xib+zlCHDbk/t6TwHaaAyTcjuKNxg74ak896f+jgvFNBwdBRi/jQigp8SN4qXXoqBv5hSgpxua+0kPh2scRvGCzXBF6IiuownhpGlIIdzb94gyjiZzDYepkp4WdPbUlJlGaF/zQUwjDgPcfnShr9NCDtMkjQa1159GnYZpAMuek6aaqbF32MbcMo1eSXGf0jRUeGqyTCMOmZpLARjhqQkzjX5dbsdiGjLMNEp46tBCDdcfHDx2M2QMGXjflFtAG/Rh24gQ3DYf4wjhFJ7y1mnI90zK8FvZUzvsXdL9PzUhvG4zmX4tWFy84xtfCM7Le5aKaz7BlNuAYV06C9MIT5nnuDR7St6rm910Ysc1bcyd0XA7vg7KnurHNFQse4QHrBGHuLTRU7/nEw5P+ZgGGUZqhzGOF0kFev0mGbp473e8bChmEgYMyIoFX+7C1UxCa6Z7P9QtpuHUaYwhhK8qpuGp0/C0/9gO7A4CO8w0atPVNBYK2VODQ3uEl9yw3Pd1uuaTrNOg2TqjsNNhMUx4ip6fvTRTY+7CUzrl1i9ANwvZU4OF8H5zkV0cX2pYedeTZhovuXEZd96ygusMD18xDTrmMeLVKjw1gtG45kBd5eX3g6rYNrSM0NOIr5VEQ3vAVppzYC9QozSfU0J4v5TbePiFbxiY12c36jSAaTIN6m5rJ5FMgqXRNR+kow0Lk2k0ksmfj8hiGiXZU8neG/k6d0ZDpdxKr9tdPym189IQQrge7zr8abr+YANXt3pqEVJC+IRCG889dgC/811fZnlGenKfZBo7JIQPC8UEjJCFTydq1sKhFzNTsHaZxmgNC4cp7pumprE7dRpTS7klpuGEIiexPbrmkwxPrck+dMOOBx4F5nUuM3R0PfaSpjF3RiN0RGGfh9OqhWowyqBYZhIFQ2XzEG5YEYVeT18SbCOX8sak6jR82O4QJkC3R59K6qET147CwGscjizWhk6n9DGNcJyKcFfT6FunMZnHxe38u5NQdRpTMlYFIZzCUxNwmmpTEMLpmZlGnYbdNaFiGjMLt2Gh72Y1i78GtQFPomCk9tUkDD8tp62l+XhV2qPArYIfh2kcWajh+FIdtxmzlCeFwGECcci8WUpvfc2z8H6joVw/2HUadihknIaFQ7URmdD6vh+yp3TK7fBC+CDo8NTkivsI08me0t/fr40IsLc0jbkTwgdlTwG2JzrIsz6+VMfRJf9ENh+odfrTcqBRziebcusDfTdlbY3zgCZRgE++/bUT3S9CJPUL6kwaBX6msViPh9JIAH9FuG5YOI4QLjWNPim3k2Ia5vfsdG6+rtOYzv3oZsDRNZmI0YjE7JpJsWHzHEynTkOcA8bK2VFzDzKNuTMaZqim7D5dqNEiwAY+tL/9XV82dE8hQAhezSRURoNKNqbZLqLINGaLQAbMFr3jkPVtAjkMfMV9dxxfwouuX8INK4PTgAk046NfG5FJZ0+NMu510jhx00F83fOP4vaji1P5/jgMcKiV4IBcJCfJNBpJONG0VHOfplkRfqAelx5/cw9mT82d0TA1jfILJQ67PoRWMeqwF8YYrj/YUOGpSQvhPtBhKk1jh+PkgxCFzArxxSWaxiigxb6XcfVwPufYIv7wrV8x8nfVolA1LPSlYCtNY1JCeGgb0J3ENQfq+G/fdmKq2/j973ml0sjcMNV28E9ffhNedfuRbX8PwdynaWgadOz9CmArpjEDMMe9li1MZAim4V0AIkRVCE9N0aNkjCFg2+s9NU2EDtP49lfejAuyNf12UI9C9LJ022GjWhRA1noO6D01+eK+SYW8Zgk0lAqYLNO485YV3HnLcP29hoG5T1OZES6vbb8U4SQKEIdsT2VPzZ3RoBuB83LvnijhtIzGDQcb+PTjlwDsDNMAREhqO9lT04QbBnz5rYcm8r21OMRaZ/uzIcyQlL9Oo39r9FER72Kdxk5j2DYiuwFLCJ9Gl1t57INa7ey1ka9z5+a4M6l9ILFuUObUuLj+YBNr7RRXt3q6uG/KYYggADrbyJ6aJnyFfJNAfUJFd+Q8RCX7OUzDwlEQWuGpuXsELYxSEb7ToOeEsemsBWQ0BhUjtpIQG529E57a1plijH0TY+w+xljOGDvhvPZ2xtjDjLEvMsa+bnu7OTzMm7PMuaE0t1FaZowCM+023yGmETK2Z5jGpDCpsNGgWfBq7O+EDL/JNGbtWk0a0QSzpyYNChk34nCsmeODoMNT/ZlGIwn3FdO4F8A/APCX5h8ZY3cAeBOA5wN4PYBfYoxNZ4V2YHZVHcQ0plH9DNhpt5NujV4GUzOZteypMGBTqQsghrDdc0vOQ5nRmDjTcDLJ5hmjNCzcaZAfM40aDUA8k695zhG8YkA4tlWLVA+svYBtaRqc8wcA+Kz0GwG8n3PeAfAYY+xhAHcC+OR2tjcsxHAVXurdt1T21LSZxpYqdppmnQawu9PgBmF64SkKK21fCAf6TI2LJrMdglXcN+fhqUkK4ZMGXc9p6BmEX/uOOwe+p5mE2NxDKbfTumOvA/CU8fvT8m8FMMbewhg7yRg7ef78+YlsXMcqd4dpLDdjLNQiPH15c8eYhmkgZ03TiAI21DS+UTFpTcPXFh3QRmVShj8ImEqTnrVrNWnEE2wjMmnQ9ZwW0xgWrWRvMY2BTzJj7COMsXs9/944iR3gnL+Tc36Cc37iyJHJ5GBr78b/emvK2VNUq/HUJTM8NZVNKYTKUE43vXccuMV9k8KkGgkOZhqT1TSA4ryJeUUQMDA2m0xDhaemyDSGQbMWYWsPaRoDw1Oc89eN8b2nANxg/H69/NuOYNBc4taU6zQA4Lpl0SJ9J9qIAEYzwBl8OKPQ39V2u5gU01BGoyRcqduITO4YaMbILC6mk0YcBDN5nFQjs/tMI5wvpjEm/hDAmxhjNcbYLQBuB/CpKW2rgHBgeEqGI6aUcguINLsrm90daSMCaKM0iw/nS288iC+9aXJFWYR6pFNltwMyCqVCeDx5VhCFDJHRj2ueMS1Na7uYFabR2GOaxraEcMbYNwL4eQBHAPwxY+wezvnXcc7vY4z9DoD7AaQAvpdzvmNnZfjsqendLMvNWNRpTHhGeBk005g9YfXffO1zpvK9tQllTxFjKXMiJp09BQgDtNNt0XcLUTirRmNWmIbQNDjne8KJ2G721AcAfKDktXcAeMd2vn9cDCooouypMuFzElhqxNjoZrqJ4JQXCDrWGXw2pwZazLdbA0JMo8xoqN5TE3ygwyBAFJTPw54nlBVN7jboeu4202jWQuQc6KT5VB3ZSWH23NIJwBSFfVBMY0opt4BuhXxlU/RYmnb2iMrGmfMUThOTq9PoL4Q34hBv/opb8JrnXrOt7ZiIw/3DNMIgmMnsqWnXaQwLcmL3SlX43PWeAgYL4Yv1CCutRE3ZmwbIaFyUjfmmndE0y+0apoX6hLSG2oCKcMYY/v3fu2Nb23ARBmwmQ4nTwOtfcBQvvfHgbu9GAbMSnqJeeJvdDJPpyjZdzKXRGKRpxGGAv3nbV480J2NUkNGgWeRTZxoznD01LUyMaQwIT00DUcD2zbX60W944W7vghf0+E9jANMooMjHXmklMtdGo5+oNO3Y4ZLsN3OJwlPTLu4L6P/9sRABZu+p7S32xFjKmMY0EIUBonx/aBqzCkpOqc9A9hSAPZN2O5f8eFBx306AmMbljZ0JTxGT2S/eKwCcuGkFr7r9MFZa/buIDsKglNtpYD8xjVkFnf/dDk+RprFX0m7nkmkM0jR2ArsVntpPTOOF1y/hN9788m1/DzEW39S+aUE0cZxLn23PgJ6V3Q5PNfcY05hLozFMeGracI3GtDVPzTSqhWhU1HYpPJVV4aldBQnhu53mqjWNymjsGmYhkygOAzSTEJd3KOV2lruJzjoo9XqaiREuooAh2ycpt7MKLYTv7jJIvfA29kh4ai7d0nAGwlOAYBu9bIe63FL2VLUQjYzdYBr7KeV2VjErXW5JCN8rTQvn8q6lhXO364koRAXsnNGomMbo2I2U2+uWG7h2ub5j26tQBK0TjWR3l0FiOpWmsYuYleZ9O2k0gn2YPTUpaCF85xaPH/+HLwJHpWnsJjTT2N1lMAwY6nFQ1WnsJmZlxKRpNHaqYeFuH/NexG6Ep3ZyWxX8ePH1y3jV7Ydx06HpdYYYFq0kqtqI7CZmIXsK2C2mUS1Go+LwQg1xyHBsqbHbu1JhB3Hz4dZEUrYngWYtrJjGboJilbutCVtGY8oGbFbY1V7E4YUa7v7B1+FgMx785goVpoCveNYR3DjFXniTxFwaDcq/nnZIaBCWjUVo6hXh+7D31CSx3aryChW2g//8D2azP5cPcxnLoIVzt2dlE9PYCe9/P1aEV6hQYecxl0ZjVuo0DpDR2IH9oFBcVadRoUKFaWI+jQYjprG7+0FMYyf2QzONubykFSpUmBHM5QoThjT6dEbCUzuwH1GlaVSoUGEHMJdGY1YyiXZS06jqNCpUqLAT2JbRYIx9E2PsPsZYzhg7Yfz9ZsbYFmPsHvnvv25/V4cHLZy7zTSWmyIjZ0eE8KoivEKFCjuA7abc3gvgHwD4b57XHuGcv2Sb3z8WohkxGgfq4vRWTKNChQrzgm0ZDc75A8DuV167CFVr9N3djygMsFCLdsR4VUyjQoUKO4FpLqu3MMb+jjH2F4yxV5W9iTH2FsbYScbYyfPnz09kw2QsdptpAELX2Emmsdu1KRUqVJhvDGQajLGPADjmeemHOOcfLPnYMwBu5JxfZIx9KYA/YIw9n3O+6r6Rc/5OAO8EgBMnTkyk7aeqCJ+BBfRAI8bqVm/q26mypypUqLATGGg0OOevG/VLOecdAB3582cYY48AeDaAkyPv4RiYhRnhhOVGvCPdK6s6jQoVKuwEprLCMMaOMMZC+fOtAG4H8Og0tuWDzp7aqS2WY6WV7Egb7LDSNCpUqLAD2JYQzhj7RgA/D+AIgD9mjN3DOf86AF8J4IcZYz0AOYDv5pxf2vbeDolZ6T0FAN/3uttxaaM79e1UvacqVKiwE9hu9tQHAHzA8/ffA/B72/nu7WBWek8BwLOPLu7IdiqmUaFChZ3AXAbAZ4lp7BQoYyysGhZWqFBhiphLozErFeE7CRLAK6ZRoUKFaWJOjcZsFPftJBTTqLKnKlSoMEXM5QozK21EdhJVRXiFChV2AnNpNPZneKrKnqpQocL0MZdGg6bX7acFtJoRXqFChZ3AXBqNWSru2ykQq9pPhrJChQo7j/k0Gmz/pdyq3lNVym2FChWmiPk0GjNU3LdTqHpPVahQYScwlytMNCMzwncSVUV4hQoVdgJzaTRmqTX6TqHKnqpQocJOYC6NRrQfhfAqe6pChQo7gLk0GvvR6w6r7KkKFSrsAObSaOzHinBdpzGXl7RChQozgrlcYYJ9bDQqplGhQoVpYi6Nhhr3OpdH5wcda1WnUaFChWliLpfV/dh76shCHQBwqJXs8p5UqFBhnrGtyX2zCorr7yej8cLrl/CpH3otrlms7/auVKhQYY4x10xjv8X3K4NRoUKFaWMujcYth1v4nlffhlfdfni3d6VChQoV5grbMhqMsZ9kjH2BMfY5xtgHGGPLxmtvZ4w9zBj7ImPs67a9pyMgDBh+4PXPxaGF2k5utkKFChXmHttlGh8G8ALO+YsAPAjg7QDAGLsDwJsAPB/A6wH8EmMs3Oa2KlSoUKHCLmNbRoNz/uec81T+eheA6+XPbwTwfs55h3P+GICHAdy5nW1VqFChQoXdxyQ1je8E8Kfy5+sAPGW89rT8WwGMsbcwxk4yxk6eP39+grtToUKFChUmjYEpt4yxjwA45nnphzjnH5Tv+SEAKYD3jboDnPN3AngnAJw4cYKP+vkKFSpUqLBzGGg0OOev6/c6Y+zbAfw9AK/lnNOifwrADcbbrpd/q1ChQoUKexjbzZ56PYAfAPD3Oeebxkt/COBNjLEaY+wWALcD+NR2tlWhQoUKFXYf260I/wUANQAfZqL6+i7O+Xdzzu9jjP0OgPshwlbfyznPtrmtChUqVKiwy9iW0eCcP6vPa+8A8I7tfH+FChUqVJgtMC1D7D4YY+cBPDHFTRwGcGGK3z/L2G/Hvt+O18R+PPb9eMyEwwBanPMjO7GxmTIa0wZj7CTn/MRu78duYL8d+347XhP78dj34zETdvrY57L3VIUKFSpUmA4qo1GhQoUKFYbGfjMa79ztHdhF7Ldj32/Ha2I/Hvt+PGbCjh77vtI0KlSoUKHC9rDfmEaFChUqVNgGKqNRoUKFChWGxkwbDcbYDYyxjzPG7meM3ccY+z759xXG2IcZYw/J/w/Kv/9TORDq84yxv2GMvbjf95Rs8/VycNTDjLG3GX//VcbYZ+X3/w/G2MJ+OXbj9Z9jjK3P+/Eyxt7DGHuMMXaP/PeSaRzzjB47Y4y9gzH2IGPsAcbY/7kPjvkTxrU+zRj7g2kc84we+2sZY38rj/2vGGOlBdsKnPOZ/QfgOICXyp8XIQY93QHgJwC8Tf79bQB+XP78SgAH5c9vAHB3v+/xbC8E8AiAWwEkAD5L7wNwwHjf/0fb3w/HLl8/AeA3AKzP+/ECeA+Af7RP7/PvAPDrAAL5+zXzfszO+34PwD/bR9f7QQDPkz9/D4D3DNz/nXowJnSyPwjgawB8EcBx48R90fPegwBO9fsez9+/DMCfGb+/HcDbnfcwAL8M4N/tl2OXN93H5famYjRm7Hjfgx00GjN27J8C8Kz9dMzG3w4AuAzDQZz3Y5fbfLnx9/80aH9nOjxlgjF2M4AvAXA3gKOc82fkS2cAHPV85M3QQ6HKvsdF3+FRjLFfk9t7LoCfH/UYxsUMHPtbAfyhsd2pYgaOFwDeIUMCP80Y27Fh8zNw7LcB+GYmBqP9KWPs9jEOYyTMwDETvgHARznnq8Pv/fYwA8f+LwD8CWPsaQDfBuDHBu3znjAaTOgHvwfgX7sXlAsTyZ33vwbi5P67Yb9nGHDOvwPAtQAeAPDNo35+HOz2sTPGrgXwTdghI7nbxyvxdgjH4GUAVtzvnhZm5NhrANpctKX4FQDvHvHzI2FGjpnwLQB+a8zPjowZOfbvB/D1nPPrAfwaROi9L2beaDDGYogT8j7O+e/LP59ljB2Xrx8HcM54/4sAvAvAGznnF/t9jxSSSAD7bgwxPIqLFu/vB/APJ3ukRczIsX8JgGcBeJgx9jiAJmPs4Tk+XnDOn+ECHYgHaerz7Wfl2CG8UNr+BwC8aLJHqjFDxwzG2GGI6/zHkz/SImbh2BljRwC8mHNO7OS3IfST/tjJ2N2o/yD0g18H8DPO338StmD0E/LnGwE8DOCVw3yPZ3sRgEcB3AItGD1ffv5Zxnf9FwD/ZT8cu+d90xLCZ+Z4oePKDMDPAPix/XKtIcIT3yl/fjWAT8/7McvXvxvAe6d5nWft2OXfLwB4tnzfmwH83sD934mTtI2T+xUQFO1zAO6R/74ewCEAHwXwEICPAFiR738XhJBF7z3Z73tKtvn1EBkFj0DMQQcEI/trAJ8HcC/ELPSpimWzcuye90zLaMzM8QL4mHGt/zuAhf1yrQEsQ3jbnwfwSQhPdK6PWb72vwC8fprXeRaPHcA3ymv9WXkObh20/1UbkQoVKlSoMDRmXtOoUKFChQqzg8poVKhQoUKFoVEZjQoVKlSoMDQqo1GhQoUKFYZGZTQqVKhQocLQqIxGhQoVKlQYGpXRqFChQoUKQ+P/B9bSAIYXQvmsAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** ukr ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** civ ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** other ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** mil ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** nmil ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** aad ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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SbbcjKxmMTga3W77xNN74599uS3KRQcQart83CaAxjkH6dz4tj9WqO54k1W7Qu2YjIej/ER7GQgm7JrLIuee0H9XeuiQFdGcwjp5dwQ3vvw3H5gpYIg8jKR+J9eqeWqhYWCjWMJVPyf2w7K4nNFHQ9ZjMpWLxMLr9ngVNkgL817CZJPXb//Ywfu2f7u94e3GyWBqsVjJrxdAYjIob9BZCqPUwyMMYSZu+WgzPUMgLXavbGMm4A08HNz5psCttGgwqkOtENz6/UsFSqRZaiBekVKujatm4Zs8EEgINixeRtJFPyWOt1W1PkmrTUJZqdUzk5GAWJd+dWpQGI5uUBqMfMQwlSbnH0s0s7+i5FcyuVPD5B88og5ExO584xAnNnA9M5wHIQVT3KuKow6DrMZFL9XScq8pgJLsy2JRSGyZJ6YNwMLX2wmpFTb7i5MlzK/j1//1AW2nglFU3GlEHZNsO7j+xiL/51rM+b2SjMzQGo2rVkXbrMEhOIF17Ziztq/YOK9yjmWonKZrzHbY3Pu8O+p0EaSmwdmKhtQtOKbXbRtPYO5XD00FJKiDj1OpdxDBqdUzkpOQVda5mVyrYNpbxPIw+Z0kB3XkY1M78K4+cxXLJ8nkY6xX4JjnqIjIY9YCHEYck5d5TY5neYhgkbU3lUzKO1OF3LRSqyCQTGHMl1KhYYtDDKFQs3wy/U7708Bn8yF80eu2ffeA0/uWek6rotBmUIbVtLN0wcVou1/CSP/gafvjPv433ff5RfPGhs13v66AxPAajLoPeRkJ4vaRcg7F9POOboTfEMCwbIxl3EOzggfQ8jPZuXvIwmgVpb3v0HP7oq17WFbn9VP3bDJLIJnIpHNg60ihJWf5B1rJtNeh3UocxkW1+rgpVCyNpAzl39t/vLCmgu3RT8gwfOLmEUq2ugt5A96vurVasjtrLPHxqCcfmPMNO1/nAVpkwULX8S7PGEvSu1pFLGcgmjZ5qWFYrnqfSzb7NFarYkk8jZZIMGJ69Fbx/itU6lkq1rtv4fO+5Bdx7fLFhfx8/uwLAK8hrBnkNM2OZhnN4aqGEkwsl/PyLLwLg71O20Rkag1FzK72F8KQoW3kYGZ+HQTcjzYqqdQejXWjh1DhttWK15TGc1dzoqMH2Cw+dwd9/9zn1OxmME/OtDQYVEk3mkrh4ax7PXij4grd0bDSQ16xuPQySpBoHG9uWLR2ySUMF1/uR5aIX7gHdSVJBQy8NRvceRt128NIPfQ1/953n2v7Mr/3z/fjQl4+q308ulpAyEtg1mXX3w469dU2xJg1GykxEnrfnLhTwyg9/vWlwmTwVPd7SCQuFKibzSaQMOucRMYyABy+ft/YnakHouQ0e+1HXYJCn3gzycGbGMg3fQ4rDSy/diqQhfK3ziadnVzdk7GMoDAatdZwyDN+KezSL3z6WwYXVqno9GESsWnVPkurgpqcZve20F9g9v9xYPBhktWJhpewZIJoFn5hvR5KS+zOZlx5GxbJxeknLuHEHwbyeJdVBDKNWl11OSZIKa6FBr2VTZl8lqVpAkurOYFiYzCWxf4usSB/zGYzugrhzhSq+83T7S3ZeWK0qaROQRY87JzLI0Kzb8qdhtxvDuOfYPD7wxcdC/1aq1pFNGUib0Y0bHzq1hKdnC/jmE7OR26CBke6HTg3GfKGKqXwaKVNmUeielO7hNXoYcrvtDOxhUOyk4svEsnDcnZS1E3NYKslCz1zKaBj46byMpE2MZpJK+iQqVh1v+Mg38Y93Hu9q/9eToTAYdKOqXlJaWq0QUtOv2+FtCMjlp6B3JzNLmqkA7WVKnV0uqwyjqO0UXEmDDBDptyfakaTIYORSmHQfYl9LFCrcc41jp1lSZS27Rv7eOECQccilDCSNBJKG6FNrEBtmQqggdVcxjLIs1nv14RkAcAv3yAB1vs90Pzx0arGt99u2g8ViFSsVb0A5s1jCjvGskmkqwSypNo/ziw+dxS3/8UyogSlWLeSSZlMPY871yB84GX0slO5K90OnRlZKUimkjMZrGJUlVbHqyrB0G0yeVx1yvW08cW5F/b8dCWmpWMN4zq3bCXoY7lgwmjExljF9NRv093LNxtml9U0N7oahMxhCCNBy1ZbtwEwITLv1ALQGb9WyYbgjd9V1+btJz9QNxkqLwHfddjC7UsGO8WzT7ZD7TTcdPZQn2wl6u1XeE7kk0iEDn9caRMuS6qAOw0vHdD2MEENAs0HKkMomjT55GA5MQ3j6d5cexmjGxM3X7sb0SAoHt44oD6ObGAbJnueW28viWalYsB1/lt1SSabU6sfVjSRF3m9YBl9ReRiy5iRMTqV7+77ji5HbKFYtpM2E8iQ7iWE4joMLqxVpMEKuIZ3/0Yzpy5LSazIWW3gYX3jwDH7qr+/A5x447QvIk0en3/MkR7XzvYCUpCZysjNAlIeRT5sYyzZ6GPT3drYzaAyFwai4wbKUIWAk/DGMhBCYHpEGY1bLUiIDUa5JmWU007kkNV9s7WG87/OP4ve/9DgurFZgO1AN+aK2QzcTzUro99OLpZZBvoViFaNpE0kjoWbe+sBHqaj0gNfqtrY8bevjLlfleyaazCjp4aH4RTZldBzD+J+3PYlfbZFnX6vLdvYUpO42hjGaTuLwzjHc/duvxp6pXKihbRd9AvHQydYdiSnTxm8wLLeA0BuEKa3WSAh1DVvuS5OEjGK1jnza8HkxQS64x/LEuZXIXmmrFQsjaVMZ2U6M9vmVCso1G3u35JA0SJLSDIZVR9IQGMskfR6Gvi+tgtP/8cQsvv3UHH75k/fhp/76TgDSUIVJUo+fXUE2aSCfMpSn3ozFYhUT2RTSptHQiJPGgpG0ibFMsuEa0DO9EYPhQ2EwyEWl5oO2liVlJORNB/hXByODQa9lU7JKvJObfqFQVVWqUam1X3r4LP7uO8+pam0yGFHboRn6Srmm9OtdE1lYbsvwZiwWq5jIy2Ol9NBywMNIGQkk3SBjre6oh6adABx5GBMdeBi5lNlxltTdx+Zx22PnmiYS1OryWOLwMHRUDKMLD2NOi0U8dKq1waABb7lUU8e6XK5hLJP0DcLdLBbV0sNImk3jNTQLtx2ZyRVGsVpHroXhiYLiBXuncqGfL9fqyJgG8mnD72FoxqPVDL1QtXDRdB5vu3Ef7nx2Xi3I5CV6eN979OwKLtk+isl8ShnyZqi6nWTjvisPI2ViLBsuSdF3bDSGwmDokpRccU++brkGI6dl69i2g1rd8yjoBky5s9VOZpZzhSr2ugHTsAez6gadi9U6PvW9EwCg3h+1HbrZViuWmk1dvkN2fW0V+F4o1pSe7BWgBQyGmYDpzuisuq3FMNqXpHIpAykjESrbFLUYBiANR6fZIIvFGlbKVtMBoWYFJKku02pH3ckE4cUwuitEEwK4eGu+LYNBQVvLzSwru4WXY9mkNojWfWt/tBv0pll0WIZOqWohlzKUNxVmhOYKFVw6I++7+08shm5jtWIhnzJDYxCtODYnDca+LXnPOAZag6STMjXb72F417lV0LvgekBX7hoHIDst6F4gXWPHcXD03AoumxnFRC7ZVo3HUoliGCRhevslz4uBhDtZDUpSdDxsMNYJZTAMQxbuaUFvIyGQczNpClX/wwd4A3TSSCCdjA4CEvccW8CF1QpqdRsrZUt5DGGu/6nFklr973MPnAagSVIhg63jOMpIrJQttW+XbR8D0DrwvVisKrmIZj5+SaqOlKl5GL7mg214GK4xyCQNpEO0W7k9vySVSxkdexj0ID03F91Dq2ZLSSrVxCOo1W1fjUOQZbd/lE4vabVzqxVM5VK4Zs8kHjy5FOohLRSq6hzpQduVck0NLGNZL9VUz5LKuZ1526GVh5FLGUgb0cc6V6ji4MwI9kxlIwPfhYqFfNrsyss7PldAQgC7JrLe/Rj0MJIJ5NP+GJguSS0FpKOKVfd5+gX3OClueHaprAypfL/c3uxqBfOFKi7dPoqJbKqlJOU4DhaLNUz4kiT8khQl0Yxlkw1Ge4U9jPXF52FodRgU9KYgb7FieQbDvaDkHqbMBFJGouVN/zMfvQsfuf1JdVORAQiTpMjtvnzHmPJ2dk5ICasSMlMs12zV1mSlXFPfeWhmBEK0DnxLD0POmMOyfTxJytWMrc7SapUxSBrIJBuzQwBNkvLFMLozGMeb1J7U6o7rFUb3fvr0fafwsj/8Oh4ImSHbtoPVaqOH0UvQe261iql8ClftHseF1QqOzxfxt99+Fk+d9wKqb7nlDvyBW3ehDxjL5ZoaWMYyZkPQO2kIpEPWjXCcxnXoy7W6agzYNOidjB7o51ZlBtM1eyZxf0Tgu1Ct+w1GB17esfmiygZLhXoYdWSUhxFuMIIexgdvfVzFKuRxSoO2fVzGMM8ul1WGFOB53xTwvmz7KMZzSSVJnZgv4t2fvK9hYlSo1mHZjitJUaxQ8zCqlpqQjqbNhg7V5CVx0HudoBs1aQhXkvIHvfWeRnThaKAodOBhUA/8B08uKdd2nysxhQW9qdjul152MQC5mls2SS1IGrejG52VsuVr7rZjLIOTLYr3FopVJUmFDXxKkkrIv/krvTswGG6GTViVsJKt3OPMpTrLkrJtRw2cz11oYjAsu2WW1LG5AhwHeP8XH2uY7a9WZfHXWDCG0WPQe8tIClfulhLIzX/xHfzu5x7Fx+/w8u1PL5Xw1HlZgU9ZbYBMclhyU6D1AkLqVpt0Y09Bw/iR25/CGz7yTd9r+kC0GpjdOo4jB9KUGVowB0jPbKlUw5Z8GtfsmcDppbKvhogouNKL7g21y/H5onp2wj6vPIxA0gQZjy35VIN0dHyu6HtGihXpYWzXPYzVRg+D1o45ODOCSU2S+vrR8/jsA6fV9SLI0E/kwut2VsuewaC2J7oCseqmUZdq9XVfe6VThsNgWF7QW+8lRUHvREIajWLVUhe2UZISLWMYVE/w+NllXHAXZNo6mkYmmQj1ME7MF5EyE3j987ZjZiyNmfFM6GyKKAQMhp6et3sq11SSIolsIuBh6DMfap+iF0pVO5GkAh5GWOFeyX24Myl5nLmUiWKt/SypFbeKF0BTOckiSSpi0AO8dcrvenYetz123r8dLVdep5eg94VCBVvyaRzeMaa+J58y1HWUg3Vd9RTTs3xWypZfkgoEvUl+Cw7KT8+u4vGzK6rtDBBI9w5MZCqW9GJ1DyN47kjOmhpJqfjZk9qgSTPwYkCSCn7P5x88reo5ghyf8wxG0qQkDH8MI2MayKVNX9yCnpFdk9mGOoxlzSsHZKwgnzIxkpb/ziyVfXITnUv6zHg2iYlsCotFWeR7yu0pFZSOaLvj2VS4h1HRJSnT3TdL+7v33o0mSw2HwXBvtLQb9CYPnQwGICuCCz4Pw28w0m1IUpStUa7ZuOfYAgDZFmEknQytwzg+X8SeySxMI4E/+vFr8J7XXqYNSI2DrX6zy6C3fM9I2sTuyWzToLfXFoRiGCFptZaNlGkoD8PXrdZq3RDRbzDCg95eYFye32yHHoYeIDzWxKOquoNos0yfc8tlPG/XGA5szeN/3PqYT7pRg3NAkkq6LfK7WxBIehiZpIFP/+cX4Su/+hLsmMiqGXLFslG3HTVb17NxVnySVBLBwj061uBEg+6Z+08sqNf0QTF4X+qFlemIokfS+afzKUxkU2r/ADkJuvZ9X8GXHj7TNK12sVjFuz5xH2755jMN52m1YsmEkSnZYDG0NYglJalGD0P+f+d4tkHSWSlbvlYqxUpdtY7ZPp7BueXwGEa5VocQcj8mcklZG1OxVFZiMKZB29U9wXKgalx5GBkqoNW9Pu94ggHxQWc4DIYW9E5old51xzMYuZSJkmYw6IJ2Iknp2Rrfekq2TJjKpzCaMUMlqePzRRXjeNHBadx48Zammruu9csYhryZRjImdk1kcW6lHLmwz6LWFgSQOftJQ/jTat1+W16WlFfp7Tj+1gxhqKB3ykAmwhsLK9zrJIZBM64t+VRTD6NmSW9JCBFp6M8tl7FrIouff/EBPDNb8PXj8jyMZMPn0mZ4QB+QtTxhhrVWt7GorWNxeOcYpkfSyKcMZfjpPMwVqqhaNhZLNVUjtFzyPIzxrL+/Us2ykTIEkkZjDIMMxn1anMbvYYRn6FAvKbkN/7GSbEP3NuDNkE8ulGA7wF9+4xkVVA7zmqmI8c5n5hvOFV3X5pKUjUwyodKy6b4vVCwYCYHt45lGD8M9fwW3t1uhaqnWMdvHMjizVMb8alVLhaUJYB3ZpAEhhFp8bKlYU0sNBw2TMqgjqVAJc6VsKUNFkpQe+PbVkmywOMZwGQwKemu9pDyDYaBQsRoMhp4llTISTaUIPR/8XjcQOJlLYSRtNkhSjuPg+JxnMIh0k/UWGiUp18NImRjPJmXDtYh6jwWt8SCRCSw3WrXqSGsyjr7iHuCmcFo2fv1/PxDa7JAG0YzpSlIRrUFobXXAjWHU6m23cyeDceXucVxYrUbWt5AkBSBUqgGkJDUzlsE2t9Jff2hpIA1KUoA0GKG1CYUqXvjB2/H5B880/I1moVtcA0Dk06a6rvr1nV2tYKFYxd6prNoftcZCxvQZwmrdRjLCA6aJih6YJoMxnk021AB4HkZ0wd2cGxjeMpJWM2QysHTeHjixiLrtSEkqZMCnrgoPn1pqKPw7odVgAEAiIWAmhM8YVmp1pJOGGvBVqxw3LjGRk8emF8x5+2gp6Y08XfIw5gtVlTVF17jkBtgBz0NfLFVVm/OgbESrd06PpEOzEVcrlmpm6nkYfvWAYElqHTi8cwy/84OHMTOWls0HtUpvQ3gDV7FaVwFylSXlDsopM4F00gjNXiJodiaElLvGMrKqeiTd6GEslWpYqVjYEzAYzYqc6EYadQ0QPWj5tBHq2urofaSIdDLRWLhnJmBqaYwVy1Y3d8Wy8dxcAf9yz8nQQbFUqyvPJWoWXnI7oRLZlAHHCc86qgcqZAHvAbpq9wQAbzZaqFi49aEz+PpRGYsgSQqA2xPJvy/lmmyBPTOWUbM8/eGMimEAiIxlza1WUKs7+M7TF0L+5hqMfMr3up7lo3uo55fLWCrWsGMiCyMhZAyjLFtt0OBFhpCKFJNmosELpHvmoVNLSnIjg7FnKtsQw9DrZKLuRf1Y6DkhQ0EGSEm9uoehfQ99h2U7De1FqAaDapL0YyWocI8GfDp3JPdMqJm7fL1uO2oyVaj6nx1Arup3fqWC2dWKWuHPK1q1VbNHigHOFaqqu3TQk7mwWoGREL52+J6nLlPj6byNBs4fIK/ZeMg9uREYCoNx0XQeP/OiizCRS7mV3l66oRfDkAVA9HCMhklSEZk/BGmpVNBE8sNIxmyY+VNKaJTBCJsR077MjGew7Aa9M0k5wIe5tgBw+2PncNl/uxW/9PF7AHiSFCAHvmDQW5ekaHGeMW19CxqAHj+73LB/paqtXPdMREGerCL2DEYuGb1M67s+cS/ecssdPqNBD9DVbqbRsbkiPvbtZ3Ht+76KX/rHe1XLEJKk5HE2zrypl5M0GK6sos3ylpWH0ShJZSKkSRpsw/orRRmMfNrQPAzvHJxbrmCxJNOgR9KmTKt1q4cJGbOoo2o5ygNu8DAqslq9WK2rBnq0rvtkLtUgSelpz1ExjPlCVQ2IRkIgnzIaPIw3XbfbPb7wOgx9OYG7np3zff+x+SImc0lf/CgViM+ULVvVYQCed19wU2XpPqeJki/+V7Y0wyiv/cxYBnXbwZPnVjE9kkbSED5JKuNOcshgPHF2RRngYPoupRwnEsKTt7SebJbreQHhktRqxcKuCenlsCQVQAjxWiHEUSHEU0KI9/R7ewnXo3Acf9CbmuApSSpYh0FZKM08DPemff5FUwC8wVl6BP4LTwHqoCRFM/SwGSzd9DvGM6oOw0vPkz+DM5LbHjsPM5HAL73sYvzeG6/ATnf2BLgDXzDorUlSdDyqj1atrga3x840GgwKRAKu9xIR9M5qHoa3iFKjtHT03AruPraAv/z60+o1eoDIw/jmkxfwgVsfxw37J/H6K7djyW2j0SBJ1YMGQw5YM2NpNQj7JakWHkaTKvaw/kqejBM0GKY6dv0cnF0qYdFNgx7NmFgpW1gq1dQAo46L6jDMBFKmCA16v/DiLQC8iux5twvsSNps8DBKNYphmNExjEIFkzk5IMpz5PVDIqP7rlccxGXbR3F45xjMhIAQ/hjG3GoFQgBX7BzDHc/64xjH54rYuyXvey0Yn9HrMADdw6gjnzLUNaX7xRdUrljq/dTKn7yKUq2OqXzK12WWvBlAZj4BwKPa/R8c1C+sVlTsKehhqPvKfW7zbsshfbJSqFiqHos9DA0hhAHgzwG8DsBhAD8hhDjcz226YwjqjuMLepOHEazDoEE6ZZKH0SSG4d6ER/ZLg7FF8zCCklSUhwHAN1P8h+8+h9/93CMAvAF8ZiyDVbcOI99ECwWklnzt3gn81++/DG+7cT+EazABuMV1fkkqaSZguueEjn1MW22QBsKnZwuNMk+1jqybLhtVuFeqNkpS9HqQ2RXp2v/P259U/YqWSjUkDYHpkRSmR9L45F3HYSYEPvxj1+Dq3ROwHZmLX9MlqZDYk8/DyDS6/8vlGlKa/KMTlPLU8bteku009oryPIxADEMLeusextOzBdiOjDNQgzrZR8ozYNR+XEpSjcF9ijk9b+c4JnJJFcdYKFYxmSdDFAh6V/QsqWhJalozfCMZL0a3Uq4hlzKwZyqHL/2Xl+CKneMQQjR4eRcKVUzlUnjhxVtw/4lFnzeqJ4OoYzU8r85xHK0Ow79qIz0TKtagmiyGZxhSK39aNxyQz21akzHLNVvdp+RhPHpaGozpkRSWSo2SFE0MgjEMen5oQiqEaKj2XilbGMsmMZox2WAEeD6ApxzHecZxnCqATwF4Yz83SLMiWlRJD74WK15rEJp50EzEq8OQVZkv+dDXcOtDfh2fbsLr901CCC9eQDM5PbB7fL6oZnlB0tpg+40nZvEFN15QrFpImQlM5pKqcI8+HzZLLtfqOHpuBVe58k3DdsxEY1qt4QWk6eYm70VKUnV1/p485y9YKtU8uUmX75bLNTU7LAUlKdXHqzHGsFK28LMv3I/JfAq//6XHAXhN3YQQKovm3a88hO3jGWXkqTEjGYx0MszDcA3GqFxb3EgI3yx0pWw1FO3p562ZhwF4s/l/f/wclko1n4yjk0uZKNXqqNuOz8Mg+WjC9TCWy5ZaV5xQQW/LK9zTZ+Eq7Tpj4urdE5qHUXM9l2Sjh1FtNBhhabVTmrRGHhCdtzCvTB/wAelhbBlJ4fkXbUHVsvGg2713pVzDyYUiLt7q9zB0g1OrO7JWJGl4bX20Hmu5lKkGduVhBLKQihEeBiDrS/RrXHKNEwAVk6TljS/fMRbiYVSxNeBhkEHUGw8SwX5SBbcSfCKXZIMRYBeAE9rvJ93XFEKIdwgh7hZC3D07G726V7s0SFJa0Fv3MKglgd4aRN60dZxeLOH4fNHnlgKeh7F1JI13v+IQfvhaeSgjGROW1pcJAI7PF0K9C8DvYRQqdcwVZKEQSVAj6SRKtToWi7VGLVS7wR45vYy67eBqV74JEowzVNUytnK2GvQwypokBTTKUrrBoMI9x3Hwqg9/A3/zrWflOarVkdUelmyEwaDUxIPbRnDToWk87RaGLWuyzHV7J3DZ9lG8/UVybWQvgGi5kpRoOJ/EueUy0mYCY1lTpUvqg8pyqRYavwCig950/dNmAvcfX8R/PDGLt3/sbnzk9icbZByCDH5RC8TumsjiKBmMbFKtytZUkgop3NPbaF+7dwJPnF/BcrmGhUIVU/mkim3o9SdULDiaTkYGvWU9iecpjWa8bCvqphskZRqBtFq5XvcN++Xk6rvuKoR3H1uA7QDPd710QjeG5N3JOgy/h1Gs1jGSNlR9CFVl64ZRTrb8MYypfEpJsbQGhy5J6ZOc8aysxRjLyPonvaKc1vGgNXaShkBCeOeQ9mNEM6p6x1oVFE/LzMduF4FaL9Y96O04zi2O4xxxHOfI1q1be/4+MhB1xwmk1cqeLhR8JQOhJCkKelu2yr8OWv9Cte5WSifwq6++BC86OA3A0yvpZnnq/CrufGYe1+yZCN1HWe/hBfHqtoPFUs11tw01MJ5dLvt60gjhNxjUI+nqiO0Eq7GrVl3NKk1DaB5GY9A7ZSTwuLaoDCBnp5R3njEN1OoOzi1XcH6lotq3l6t1ZJPebUUPbClQ7U1rk2wdTWP3RBZnl8uqJQXNsn/z9ZfjC+++SQ1sepuFWossqXPLFWwfzyiJbixjqtYb8jvCZ8ryvIUHveneObJ/EvedWFBLoP7bfadwdqncEPAGoGbIxarX3+mi6bxXaJlPYixrullS/sGYCvXI0CeNBCzbUWnjKqsuY+KG/VNwHNkcc15JUq7sqg2mj5xexo7xDMZz4WtpA1ALGxG6tBV13oJe2Zw7qE7kUrhq1zi+/oTMbrvr2XmYCYFr9076Pq8bQ5rkyG61fg+DJKnRjImE8CQp3wy+Uvc8DPf8CyEw4/aUmsqnfcvTlmvefQ14stTOiSzG3cpvUg8Kbnt0Oj/BBBDaz9G0dx1H014MqOJW7ufTJiayKfYwApwCsEf7fbf7Wt8gCb/uPlh6pTfgubC6gQC0LCnLVgvfB1NYi647HMRL0ZU3y//7hUeRTRp41ysOhu6j7r7TDXZhtYLVSh35lKkeyHOawUgkhJtN4z38D55clC1HNH1WJ1iNTVlSAGAmhJqFjQWC3mZC4PIdow0eRtnnYcjvefK8l5kDAMWa/xzpfbx09Fz23ZM52I7s9aMbDCGEun4AfEVkNV2SClmb+txyGTOj3nkJrny2EjFTpu8LTRl2j+GFF0/j3HIFj59dwY9cuwtzhSq+9dSFhoA34EkTqxULxYoFIfzppOPZlJQsQrKk/DGMxiZ93trRSVyzZwJGQuAbR2dRdQc073x5x/3QySXV7lsI0WBsq5ZsMaMbjDFNkqJlbYMEEw8okwgAXn7ZNtx/YhHzhSrufGYOV+0e9yVGBD9PC3VlzITysItaanI+bSLhyn/0PAd7NRUCWVIAsGNMZiZN5VO+SRu1ISF0gzGRS6JWd9T29fuW0McRr52P931jWVPFHlWMgzwMNhg+vgfgkBDiIiFECsBbAHy2nxukAcYJBL1JJiGLTt1pCb1rJgWsg9a/WK0rTVSHZhOrZQtfe/w8vn50Fr/yqkO+m0onnfRmU/qNSK4qPeg0EyHGA4PegyeXVDZR6HbMxqB3SpuVr4Z4GDSDu3zHGB47s+yLywQlKQB4wo1zUOphqRrMkoowGG7a5fRoGrsm5YN8cqHkMxhBxjRJqqZLUiGFdudXKtg25p3/oCTVzMOIKtyjY3jBASmnXLNnAr//pqswPZJGre74dH9CDXgV6WHkU6ZadAuQgxPFCGwHvnbrKTemRt1qVYGcMhg1dxsG8mkTV+wcw1cfPQdAxtf08wXIwf6ZCwVfzCvoGcxrfaQIPUsqbA0RgGRBL011pWKpwPnLL90GxwG+/MhZPHhyCd93YEvD55OGQM3tCadLUjkt1mjVbZRrtjLCkzmvFTlNpCZySaxWPGlVH7hn3DiGF/TWJKmUNxbQEgE7JzKq3oMGdrpv9cmB7mFQer1Pksp4996qZjDClm8ddPpqMBzHsQC8C8CXATwG4J8dx3mkn9s0IoLeNNBTYzXdQADkYcj3POPKK2EGIxcSxFbFTZUa/uDLR3FgOo+33bg/ch91D4NuoNnVipo96Q/kiD5T0W68pZJ8+KNkL8DvYVh1WfnqeRiNMQwKeo+kTVy2fRQLxZpqlAf4s0lI2nrS1eKXdIOhufdRWVKzaqaWwm5lMIpNDcaoVrwYlKT02a3jODi7VPZ5XmOZZEOWVKTBaCJJpc0Erto9gTcf2YMP3HwlkkYCN1+70z2WxgmCnlxRdBcuospzQBqy0cDgQlBshrwpuna1gF5Onz+yb0p5x9TjTL5PHjdlol2pTTLSgdiDSg/Wsr2oRXetbssYU1jQW5OUKD5FcZArd41jeiSFP/v3p2DZjkpL93/eK5pVHQWSMjBvJIQyuIBnBMa1oPFySWZvTWSTPm9O9xz2TGaRNhOq4M5X6a17GFndw/BnY1EFe6SHUW6UpHTDoDcUnchJD6ndLgiDQN9jGI7jfNFxnEscx7nYcZz393t7Qoth+IPe8iZf0CQpv8HwWmWTHh9sqyC7XzZ6GCQbPXZmBY+eWcZPft9e33cHIQmFupcC8kakGIaeWTXiu/G8NDxaMzoqQ4q2Qw8fDQo0yPpjGJQlVVf7cPmOMQD+fHS9hYLnYXiSlOM4KAYqvXUP49aHzuAuNyf/wmoFYxm5dvWO8SyEAE4slLBcrqkHNggNjEulGuq2ZzDSgbTalYqFUq2OGc3DkA9tMIbRJOgdIUnlUgaSRgK//6arcHinPEdvul6qrltHGw0GTTAKbqpnPm0qQ0brr+tGQpd7KAmDWoMkAx6G15xSfuaG/V5cYFKTpMiw0D1DkhRto1KzYdsO/v3xc/j/viGbBW4JpNXS90R6GJrRpg61NKgmEgIvvWQbTi2WkBDAkX2TjZ839BiGK0klZYIGJax4cQnPwyCPiDzGkYxsxVKo1pFLGr4khF+46QA++Y4XIJEQKq2WUnh1r1hJUuPZhmws8jD0ax2MYSSEJ9kCcNclr8Oq255ByUhJyrKdBu97kFn3oHfcGBGFezRwLRarXqaQ6eXxUy45ADwb5WFU6qExDHowP3O/DM+86vKZpvtIujF1LwXkjVgIxDCAgBaa8Qa9R880PvxBMkmvAE3PDqNjbpCkarbyci5zDcZRLfBdrobFMKQktViquR1v4attoJnbk+dX8O5P3Yc//uoT7vFWVaZJykxgZjSDx88syzUqIgxGNinTY8lLpIr1YFrtea0GQ527rKm8M6tuo1itR8cwkgmUIySpsOt/6fZR3PLW6/HmG/Y0/G1EW+2xUHE9DNeQjbuDkT4AN1Z6217BpfIwKOjtNacEgOs1gzGV0wyG+74HTy1h92TWJ53RNr7y6Dm8/WN347ZHz+HVh2dw2L3++v7NrVZQrduRabXKw6CaFM3ovPwymdByxc7xCIMjfJIW4N1H+ZQpPYyK32BsH8+otu6UMJBPmW6lt9WgBkzmU7jODban3aLWqut56/csZWBRDANoNBi+c5g01P1CmY56PRRNyHwFhVp7k40U+A73yTcwqnAvKElR0LtUU0tTkiac1AYewNOqG7OkLF8+N0EewYMnl3Dx1jz2T+cb3qNDLqyewkoxjEZJKhDDcAe904tljGZM5TKHkXEHUtt21ICqJCnDa+Htl6S8lL+ZsbSvFqOkab2UVUKz16plq9me7mHQWiSfvu8UHAd4ys1vn12pqFx2QK5v8IhbLBUlSQkhMJYx1XZS2nXUg95elbdfkqpact1sGpCiYxieB6g/+KWa1RCsJV5zxfbQ11WluztY6B7GhDIYEZKUSqt1kDSEuk+pH9pqWcou1H5l22gG+7fk8NxcEVMjKTVZ0D2MoEeacutpaJJ0x2++suH80/6ddOWuqKB3sejJqwAwrclaNx3aipSRwI0XN8YvAHkNqU+W3uQSkJlmsj+UK0m512DXRBZz7pK35GGMZkycXiyrivAoSJLyvBnvvfun80iZCVw0nVcTOkpHnlutYiKXVN6e/C6vJinMA/OkVMtLu3WfMUAao51uq5BBZ+g8DHrAbTfonUj4JSnyMABv8EyqWbd300yPpNQAQ0TNMPUAVyvvApCDbdWyfa4oxTD0oHfwu3Ut9MxSKdR4+baj2hZ4S0SSsaQ1MQDdYLiSlHuMh7aNqiyoWl32yKGHOK1JbrQflI6cCzyoObcB4fRICrMrFSyVar5cdgDYPZlV+nuUwQDkwzfv6sn+oLd3LmnWqRsMVfhYqikvrVnQW54Pv5cRjM+0gy9Lyk2amMqlYCaEmsnqA7A/6K1lSZnacrTKw5AeqS67HNk/hZSRwKh2H62ULSwWqzg+X8SVuyYajrVat3FyoYipfCr03NP30PWNimFUAh7G9Kg3mRnPJvGZd70IvxyVOain1VqeJEXnUF+BkjwMaq9xerGksreoc7SMF0XPh0mSqihvxrufX3X5Ntz53ldi62g61MMIxqoymodBkq4Ona/lcs23xg15mNTuZiMwdAaDJCnbll6GqYLeZDBqmsFwu4Kq9EzvdFy2Xbrk/vzuxptBfs5bpvKVbRgMCnrr3UtpnYG8uyANDYZ6lhRpobW6jbNLZbX0ZBRe24J6gySV1I41k0x4+6QtOnNoZgRPnV+FbTtqEKDBTZ+RkSx22h2og+02sikDYxkT733d5QBkncrsasDD0GZYzQ2G52GY6rp5HgEA1WU0GMMA/GtnR8cwwg1GMZAB1g6+OoyKlEkS7noOlEWkG65gpXelJg21HvTWs6SCnQR+5ZWH8Oc/dZ2qD0gZCSyXa6qVSbiHYePkQsl3DXRoQnFqoeT7Pfg9egwjq/WBIi7fMRZ5zvXlZ4OS1P7pPJ48t9JQRU1tyk8vltXMntrJy/u4mYch73d9UTBCCKH6xGXcxcJIbdDThX3fpVV6B6+JXnSry4h0rc+vlPG2j96FT993MnJ/B4WhMxg0cQ4GvelBt2zHp+MDXiA4rc0yaGlKXZaK8jAAeQNM5JK4bu9Ey32kLBzVnXYsrVJ5R9KyGyw9WH5JypsxnlkqY0dE/QWhVt2z6g2SVFKblaZNQwU/5Q0vP3do2yiK1TpOLZZw73G5ohsVCepZJfTaGeVh+M/Rz734InzwR6/C9W6w89HTS1gpW77A4e5JrTYh19xgkPGi6zeZT8F2vISGkwuyLYu+H2NawJxkgajWIHTegsWAwdbt7UADvQzaejLJn/3kdfi1V1+qjonQr3fKTKgBjVqDAN5SpvpSoMSeqRxefdibtFCfs3uPLUII4Hk7/QaDUq9PLhRVtlqQoIcRWrhn+LOkwmpSmpEyEyr7iwZfeh6v3j2O00tl9YyQISADd3qxpLK3qHN0Kw+DDGWYJBVkIptScbOgZ0yfVZXeFQsjAaOo+sCVa6r1Ti7pNVD8vc89im8+eUF1qRhkhi6GkdAlqZAYBtDoUQQNCOB5GGQw1ApeEQPGnqkcrtg5pma9zZCz+bpyT/dN5XFuWWYP0U0+kpYzaX0AoZnKfEH29Z9pIUnpjdG8VQm9GAaRTiZUwz294eElMyMAZMD6nmMLSJsJFQzVXXjyMM64HkZQtvlZt7VH3TXW1L1Ub3C3a7JdDyOJ+YKcLSfdtcmpkd3xeSmrnFwoYXegLYsnSVnKeLb0MGqNHsauic4MBkANCC3VBwmALx16TJscmD5t3H/PBhcqWik3zmaDUI3HE+dmceWu8QZjnDYTWChKD+MVl22L+A7Xw1AGo/G86bVFsjlfeA1SFCkzoaXV+gdxqjW64xnZXoSOeWYsAyHkfikPI2Wo1Qx3RRhAedwynbgUIkkFmch5BXazqxXc1MTDKFQs7A54anp7/dWyHEMSCaHij3OFKn7nBw/jjdf4uiYNJEPnYZCBsANB74xpqCrwYAxDGRBt4ZoDbnM0ki/KNZkBFFaHAQD/9I4X4Hd+8Iq29pEeLkoT3KdV/tJgTbO4kYAkBQBPnS/AcdBBDMOTpEiK0oN2KbcGRfZo8ooFD22TXtaT51Zxz7EFXL17Qp0zOldpM4FL3PVBaECJkm2MhMCB6bxatlPXgne3aTDGMkn1kFMchgwGreR2Yr5xtqxLUvS+qAElbNlNoLEosV2kTFKXHkaopCmNQfC4g2nfyYAkVQiRP4KMZkycXSrj3uOLuOnQdMPfU2YCpxdLqFi2z8vToW3QCnR6nEV9jyYpyeZ8HXoYrodCaa6AN/G4YucYEsJb7pWewZSZwLbRNJ69UHDXdTGVx3V+udIyhlG3HeXlN/MwxrNJLBVrqFgyuN4Yw/Cy6lbLjbI1rb/xzIWCb3GlfMrA1Xsm8OuvuQQ/406qBp2hMxgJrQ7D1iq9KVsHaDQUNFOl33eOZ5T1Jw8j2F8/SCZp+B7wZqTdeAG5p7rBoIeTfuZDPAxKdd3eg4ehtwanvPR5t2hLdcjNJbFtNI2HTi3hkdNLuE7Ln6cVyvZM5TCZl/t1Zik86K1z8daR0Fx2kheShmgaWNblEDoGMg7H54uwbQenFkuNBkNrcf7MhQImcsnQymzA8zCC6310I0kBUnNfKFbVkqZBpARpNkg9PoNhNnoYYXp5kNF0Encfm0fddnDTocZebdLDkPd4lCRFAXeKDUXWYVheDCPY5r0VdGyW7aBs0cqObtA7beLgthFVRZ3T7o+dE1n1PFAMA5DXqtm5IbmLnu9mBmMyl8JiqaoF8wMGQ6t3ktfEf34ySQNX7BzHvccWsKp58EIIfOadL8K7XnEoctuDxtAaDNv2r+kNeHKP3h4DaIxh7BjPepq3+zAVA90ve4FmsFQ9qi8mQ7MTeij12QrNQKlYrpWHQXGGcq2u3H29lxTgl+XogdAHtUtmRvHVR8+hVndUDALwHrC9UzmkTdnC4cxiuCSlc/G2EfV/faaWSRqYHkljPJvypbIG8a8X4SUGTI+kcGK+iPMrchnVPYHZsicL1PD0+VVcvHUEUXgxjKAk1VwXjyKfNnDeTfXNR3x+NGM2pKvqBsNXh1H3ZrPBGEbY98q1rQ1VgxC1jSgPQ35PEnXbQUKET5rIYNi243a77TyGAcDNTPSWTCUouyuX8hfj7ZzIqlbkYxlTNQKl90ZB3jdlPzW7ZydySSwUa15bkKAk5cYkbVvK1mHX5Pp9k3jg5CIWilXfPm40hs5gKEnKjWHogSQafNMRngYNnjsnspqE4a0TrH9HL9D2qA/OvqlGD2MsYyqpiKBBj1pjUzO1KOg4y7W6yvaiwHnS9BvJdNJQ2Ud6O5KD20bUwKkH9GlQ3ePOSieySdUSotmDelAzGMFBZddkVu1fFPrsVk8N3jOVw/H5Ik4uSLkpOFtOmzLbZbls4ZkLBRxoUivjxTA8Scq2HTmQdZhWC0iDRrUJUefmyt0TDUWYaV02DPEwVtqSpOT5uvHAllAPWL+/mmn+ZKhHM8lQg54yDFi2g7lCFZbtRPZRiyKpHZveUYC4eo88N0EPbddEFpZbKzGmeRhh79Wha9yOhzGek5LU956TiR9Bzz5jGqjbDpbLNTiO//khrt83iYpl4/4Ti033a9DZuHseAU0+yGCY2mxESVIBDyP4c9dEBkkjgXzKUDcUxRvi8TDkduYLNSSEf3Cjm2n3VC5SVnn2QgGZZCJUS9bRJSmaSZHUllQehheLIIMR9DAA2ZJbD2QaCYFfeeUhvPLybep7VVptM4Phzuypn4/OG6/e2bJ7Z5gkBQB7JnO478QCTiiD0ThbHsskcXKhiNmVis/TCUKD8M9+7Hu4ZGYUf/aT1yr5rBtJKpcyVLuMqMHiT3/i2obXgr3OkpqHoa+r0Aw6X2HxC8AbOGlt8VbfE1W7QvtKvcWCK+q1QveeyiEGg4xpcB91L5vWPiGaehjus0EFeU09jGwK1bqND33pcdx0aLox08z9LuozFZSkACjvXK7nsXGH3Y275xFErbgHeA9rOuBZ0M+pXAqvuGwbXnqpHATHsl5zM1VlGoOHQdtfKFTVcpNGQkiN2zVI73z5xfi5F/sDYbRyXN12sHcq11S6kdvxgrfkzVA7AjPgVaXNhJqp6YPaITdTKkzO+NVXX6L+P6Fl3+SaPHwHtuYhhD9Dinj7i1sH/nQPgyQpQA5QX3joDJ69EO5hANJI3ecuY9pMkjq8Ywx//Oar8b3nFvCJO4/j7ucW8NJLpf7fVQwjLWWhTj+fDhiMVGAWbjtoKUmRZ3DTJeFrzdBA3UyOArzzHtVOhb6HvN9W3Q6iPl+xbFRqti/FHZA1HGZCNJw/vUJ6NJOE/kREyX+A92wsKw8jWmyZzHm1R3/wpqsbFski40YtacLGiJmxDHZNyOJUNhgDhJ5Wqwe9Ae9hbaj0VqmmCXz0Z25Q7x/XDEacHgZtd75YVZW6U3lZBa1kM9NomIHTynHzhaqvRXYU9BBUXA9jNOOlbSYDXpa+Lf1Bu2z7KMazSeVJREHL1aaMRNPU4kzSwO7JbMeSBaF7VboktXcqh7rt4HvPzmPraDpUYhjLJlXvqwNbowe0RELg5mt34xWXzuATdx7HQrGquu12JUml2pNJgjQ0x1TNBx3fanvN+KFrdiKTMiIlOLruUQFvol0P44lzK0iILjwMrbFiOdA9FpDn/fDOsQaDpRcbjmWSsLWK6VyLwj3Ai2E0u64k1X3g5itDE01oX7/6mGwtH7UC5nX7JnFqscSS1CChKr2dsKB3eGV3MkTbBfytOLw+NjFIUu4NtlCoqpt6eiSN5VKtZR0H9VJqFfAG/IV7C8WqGtQBvX8WxXW87eozpNFMEvf9t1c3zKqCTKhZWOuw2Htee3nXnpruYfgkKXeAuuf4Ap63c6zhc4A32zYToq0BbTRjymaHxapK5e1KkkqHG+NWRAW9q5atMoaiBnDi4LZRHHTTo5tto5XBULG1iJRnirc8fnYFuydzbWcMBvejVrdRtuqh99GfvPmaBq9a9zDGsqbykoHm5zoViGGkm+zviw9O49vveUVkJTw9O5+9/zSu2DkW6V1dv3cCn3vgdEuvcJDZuHseAU06rboDx4E/6E1ZUk0K9nRI8wY0DyPmoDfd8NMjKZxfbn056IFtlVILaAajVsdCsaZca0DLDDP9P4HGWWsrYwF4BqMdD+wNV+1o+Z4oRkOypABgz5Q8j9Um9QSUZbZ3S85nbKJIJAQmc0nMF2qq71c3BmPE52G0//ngAl+q+aDWJaDXCUy6Q0mqdQxj1Zd+3S560DsqueBAiIw4mUsik5SNC7NJA5q9aCtLaqlUU23UoxBCRBoL/bvmCtWmsur1+6YAtPYKB5mhy5IiA0Gph3rQmwb7oKHQBx4dfYW7Qg8DRhCakSwUa+r7Lp0Z9S3dGQUNeu14GHrF8mKx6utsq1qDh0lSXdzQ5L10U9jWCfqApUtSO8az6lpHzZbJ2DaLXwSZzMm2EDRhyCY7Pzc5X6pnt5KUlPoSQt7bSpLqcbbarodB571VDGO1YjXNQGu1H9Tws13pTwghsxozplrSl56pdrOkOm0o2fBdmjf0hiujJ0OX7xjFj1y3KzIBYSOwcU1dBCRBkcFIhNVhRMQwgsh24vLBDFvBq1vIUOlB7t943WWqlXIz6IGNWsdbJ2nI1cpIktIf5GQi3MOQM9nO5xFkjHp9+FqhD1i6lGgkBHZPZvHcXFHJU1GfbRa/CDKZT2G+WPWqj7sq3NONcSdBb++9SS32VK17klSvs1UaXFt7GF66dxi6N7S/jYlP1OerdbvjrsA7x7Ow6poUlTbdvm+ts6SWSo0NHDuFxoTDO6LlKEDGSP/ox6/paVvrzebyMALLi7aUpLKyVbJVt0NX8OqWdLJxNp80Em3Nqijou6NFp1oiY8plWhcLNZ+H4UlScpu07W4fHsq+isMDawa10QC8OAxBhiJqtjzehYcxpTyM7j1Mr7K3swmHL4ZB3QjcAjl95bZeePXhGXzoR69SfcOiGFOSVHMPA+g8Q0p+Xh5fxbJxarGkWpe3w1tv3Iefv8mTgqgwrrmHIa/DStnqeZJD8ZZepNaNwtB5GDSeV90Zhy+tNuhhqNYg0R4GIIv3wlbw6hbdQHUa/KUHt50YBiANQaFiYaVi+VphNEpSia72h6D2IP2WpKiNxlyhqrwkwjMYER6Ga2w7kqTyKSwc8wxGN4MLndNOJxzBtFrA69lUCCxX2i2jmSR+PGSlwMb3UdA7fHv6vh6Ybv/8ErQWzYn5IiqWjX1b2jc63x9YvIrOSfMYhre/6R4NxuGdY/iFmy7CTzx/b0/fsxEYOg9DSVJuNawe9M4GsqTakaQA6ba2WsGrE3TNs9M03Rv2T+GFF29paE8QuS0zobrI+oPe/lUG6We3QdS1kqQAb/AKGvpr9kxgeiQVOTt96SXb8NM37mu6rG2QqbxsC0Fptd0YRLrGnQ7uwRgGvVazbN/KbWvBaJseRtIQHXkHwc9T25uLuvBSiBFlMFrHMID2MvuakTYN/NYbDkf2JhsmhtDDCEhSmmzh1TgEaxCis6QAWdzTbR+hMPTtdWqEXnV4Bq863HqRJiKTNNQKdM0kKfrZqyTVbw8D8AatoCT1Y9fvxs3X7oqcAGwfz+B33/i8jrY1mUuhbjs45xZldZUl1YZEEkYwS4p+Vuty3ZKkIZqmg8bJoZkR7NuSw+U7wlOWaf/2TOXaavEfhK7lE+6SwPu6iIMQIxkTmWTCpy4E0b2KtZjkDAtDbzASIjrondZmRWHoSyi2WsGrE/SZY7+LeNJJQy18M+nLkgoPene7P+NrFMMANA8jIEkJISKvZbfQOaPW7d0kPdA56fTc6J6oHvSmLKmRtNmy2j8uZsYy+MZ/fXnk3+n+6SZDCvC3FkmZCexsM0YXxkjabOkp+z0MNhjtMnQGg2YVFMMIC3p7MQz5ezuSVLFq+WbovaBnv8QVF4lCX15Sb9/h9ZLyG4xuPQzTSGD/llzLbJs4GMskYSRELAkIrSCZ4fRiCdkukx7ICHcq9/k8DD2G4QaGJ2O6H+OAnqX9HcQefJ+ndjnFGg5uG+np2t587S5ctj26WBGQ44IQgOOwh9EJQ2cw6D5rmlZr+Kubo6pS9aUVC9U6dk3GFMPoQZLqFH1GPJkPkaRUpTflrne/P194901rIpGMZszYPYko6JydWih1LbepIGyH55bqLmzH84KTZgIXVqt49PQy3nrjvq72px+MZ5NIGgJX7AqXrFrRa1quzksu2YqXRPTOIoSQcl45pG8VE83wGYxA0Fv3MA5uHcHVeyZwhds6ggbTqLRa8jAePrWEQiW+GIY/S6rfkpS3LT3oHZ0l1f3+rFWPnD1TOd/iS/1kyp3Fn10ut53KHIRmsN0kFKRMudYCec5pI4G7npMrz/3AAKVxjueS+Nqvv6xrKcmXltull9IpadNAuWazh9EBQ2cwjEAMQw98jeeS+Mw7X6R+3zOVxf/zA4fxmsP+tDwimzLwlhv24JN3nQAQnzeQSEitvVZ3YulN1QxlFM2E78GIag2yEdoW/OJLD+CtL1ib2TWlC9MiRN1guKs9duO9pYwEbAcqVkGrQ+6ezPrWBR8EepEj9UnUvh4ypDqB7nmOYbTP4I8OHUJB7kpI0DuIEKJlS+0P3Hwl0mYCf/fdY7E2DUubBmp1K5beVM2glMHJnH/hm6hutRuhk2ZYJ99+MZI2lXHvJaD/qsMzeP5FWzr+XMo0oDVgVQPrG67asWYB77XA0GIKF62Vh+E+G+xhtM/gjw4dQokzNasx6N3d9wn8zg9dgRsumgpdE6JbUmYCqMTT/bYZNHsKBkg9Scofz9kIBmMtEUJgMpfC+ZVKTzPRsAWS2iFtJnwtu8nQ/+BVO7vel0FECNm+XRbt9T9xAtC7HHAMo12GbnQgj8KyG4Pe3SKEwA/E/ID2Wlnd6Xb0DCkgupdU2PKSm52pvDQYa5EyHEQubOWtLb5jPIPLd4ypONwwkTITcBx/y/J+wpJU5wydwQg2H+zVw+gXJAWtlYcRrEINVnpfvHUEP3rdbtx4YON20uwX5J3FlfTQCbJQz5sB/7cfOIxa3RkqOYpIGQlsG003LbiLEzYYnTN0BoM8jKorSa1Frn430M3a7xgGpcsGa0gObhvB9fsmVeVuJmngwz9+dV/3ZaNCxnY9BpaUmUDK8gyGaSSwRuGbNSdlJnpqCdIpwcabTGuG0GDIn1XKkhrQmVjaNNzWDmsX9NbZMpLGv/7SC/u67WHBWxxqHQyG0V27+Y3IL7/i0JrFLwAOenfD0BmMYPPBQZak1kLioLTaQaoK3miQh7EuMYxkAhVrcxiMn/y+te32ShlnHPRun6EzGCRBxRn07gdpM9H3Km/Am0XF1dZkM7JWqwmG8ZrD27HqLpbExAvJtexhtM/wGQyqw9gAHsZapLB6HkZ4W2qmNeRhrMfA8tMv3L/m29wsqAxBNhhtM3QGI1jpPagexo9ctxsLhWrft5OJCHoz7TO5jpIU0z+8LCmWpNqlbwZDCPE7AH4BwKz70m86jvPFfm3P2678WQvpVjtI/NDVa1N49YIDU3jrC/YNZd7+WjGlJKmhm19taijhhCWp9un3E/DHjuP8YZ+34SNYh9GsNchmYMtIGu/74c4WDWL8HNw2gtccnsEN++Or9GfWH4rvcVpt+wzdlMlQdRiNzQcZphuyKQO3vO3Ieu8GEzMkSbGH0T79Fu/eJYR4UAjxUSHEmkzPPElqsIPeDMOsL5O5lOzizLGptunJwxBC3AYgrDf4bwH4SwDvA+C4Pz8M4O0h3/EOAO8AgL17e8/DFkIgIbwYxqAGvRmGWV9+/MgevODAFpakOqAng+E4zqvaeZ8Q4n8B+HzEd9wC4BYAOHLkiBP2nk4xEoI9DIZhmpJNGbi0xVKujJ++SVJCCH05sJsBPNyvbYVsm4PeDMMwMdPPoPeHhBDXQEpSzwH4xT5uy4chBAe9GYZhYqZvBsNxnLf267tboccwWJJiGIaJh6EscUxoMQwOejMMw8TDUBoMIyFg2exhMAzDxMlQGgw90M0eBsMwTDwMvcEY1AWUGIZhNhpDaTD0Bco4S4phGCYehtJg+DwMNhgMwzCxMPwGgyUphmGYWBhOg+EelRAc9GYYhomLoTQY5FVwSi3DMEx8DKXBIK+C+0gxDMPEx3AaDNdQcMCbYRgmPobSYBhsMBiGYWJnKA0GSVJsMBiGYeJjOA2Gayc46M0wDBMfQ2kwDA56MwzDxM5QGgzBMQyGYZjYGUqDYbh2gg0GwzBMfAynweCgN8MwTOwMpcFgSYphGCZ+htJgqDoMDnozDMPExnAaDJakGIZhYmcoDYbgoDfDMEzsDKXBYA+DYRgmfobSYHDzQYZhmPgZboPBQW+GYZjYGEqDYSToJxsMhmGYuBhKg8GSFMMwTPwMp8HgoDfDMEzsDKXB4AWUGIZh4mcoDQbZCQ56MwzDxMdwGgyWpBiGYWJnOA0GS1IMwzCxM5QGg2MYDMMw8TOUBoMlKYZhmPgZToPBQW+GYZjYGUqDwc0HGYZh4mcoDQYHvRmGYeKnJ4MhhPgxIcQjQghbCHEk8Lf3CiGeEkIcFUJ8f2+72RlsMBiGYeLH7PHzDwP4EQB/pb8ohDgM4C0ArgCwE8BtQohLHMep97i9tuDmgwzDMPHTk4fhOM5jjuMcDfnTGwF8ynGciuM4zwJ4CsDze9lWJ5CHkeCgN8MwTGz0K4axC8AJ7feT7msNCCHeIYS4Wwhx9+zsbCwbp7Rakz0MhmGY2GgpSQkhbgOwPeRPv+U4zmd63QHHcW4BcAsAHDlyxOn1+wAu3GMYhukHLQ2G4ziv6uJ7TwHYo/2+231tTVB1GGwwGIZhYqNfktRnAbxFCJEWQlwE4BCAu/q0rQa40pthGCZ+ek2rvVkIcRLAjQC+IIT4MgA4jvMIgH8G8CiALwF451plSAGeJMVBb4ZhmPjoKa3WcZxPA/h0xN/eD+D9vXx/t3DQm2EYJn6GutI7wQaDYRgmNobUYMif7GEwDMPEx1AaDG4+yDAMEz9DaTC4lxTDMEz8DKnBkD/ZYDAMw8THUBoMMhScVsswDBMfQ2kwOK2WYRgmfobTYHBaLcMwTOwMpcGgSm/2MBiGYeJjKA2G4KA3wzBM7AylweCgN8MwTPwMtcFgSYphGCY+htJgCA56MwzDxM5QGgwOejMMw8TPcBoM96jYw2AYhomPoTQYgj0MhmGY2BlKg0GSlMFZUgzDMLExlAYjwZIUwzBM7AylwTBci8GSFMMwTHwMpcE4sm8Sv/iSA3jervH13hWGYZihwVzvHegH+bSJ977+8vXeDYZhmKFiKD0MhmEYJn7YYDAMwzBtwQaDYRiGaQs2GAzDMExbsMFgGIZh2oINBsMwDNMWbDAYhmGYtmCDwTAMw7SFcBxnvfdBIYSYBXCsj5uYBnChj98/qGzG496Mx0xsxmPfjMdMTAPIO46ztd8bGiiD0W+EEHc7jnNkvfdjrdmMx70Zj5nYjMe+GY+ZWMtjZ0mKYRiGaQs2GAzDMExbbDaDcct678A6sRmPezMeM7EZj30zHjOxZse+qWIYDMMwTPdsNg+DYRiG6ZKBNhhCiD1CiK8JIR4VQjwihPgV9/UpIcRXhRBPuj8n3dd/SgjxoBDiISHEd4QQVzf7nohtvlYIcVQI8ZQQ4j3a638jhHjA/f5/EUKMbIbj1v7+ESHE6mY4ZiHEx4QQzwoh7nf/XdOv4x7AYxdCiPcLIZ4QQjwmhHj3Jjjmb2rX+rQQ4t/6ccwDeuyvFELc6x77t4QQB5vuvOM4A/sPwA4A17n/HwXwBIDDAD4E4D3u6+8B8Pvu/18IYNL9/+sA3Nnse0K2ZwB4GsABACkAD9D7AIxp7/sj2v6wH7f79yMA/gHA6mY4ZgAfA/CmTXqf/yyAvweQcH/fNuzHHHjfvwJ42ya63k8AuNz9/38G8LGm+75WD0VMJ/ozAF4N4CiAHdpJOxry3kkAp5p9T8jrNwL4svb7ewG8N/AeAeAvAfzGZjhu92b7mru9vhmMATvmj2ENDcaAHftdAA5upmPWXhsDsABtcjjsx+5u8/u01z/QbF8HWpLSEULsB3AtgDsBzDiOc8b901kAMyEf+TkAt7b4niC7AJzQfj/pvkaf/Vt3e5cB+NNOj6EbBuC43wXgs9p2+84AHDMAvN+VAf5YCJHu9Bi6ZQCO/WIAbxZC3C2EuFUIcaiLw+iIAThm4ocB3O44znL7e98bA3DsPw/gi0KIkwDeCuCDzfZ3QxgMIeMF/wrgvwQvpiNNoxN4/8shT+xvtPs97eA4zs8C2AngMQBv7vTznbLexy2E2Angx7BGxtHd5iBc6/dCTgpuADAV/O5+MSDHngZQdmTl8P8C8NEOP98RA3LMxE8A+GSXn+2YATn2XwXwesdxdgP4W0i5PZKBNxhCiCTkyfhHx3H+j/vyOSHEDvfvOwCc195/FYC/BvBGx3Hmmn2PGzSiYNd/AnAKwB5t87vd1xSO49QBfArAj8Z7pH4G5LivBXAQwFNCiOcA5IQQT/XlgCP2FetwrR3HOeNIKpAP0fP7c8Qeg3LskLNP2v6nAVwV75F6DNAxQwgxDXmdvxD/kTYyCMcuhNgK4GrHccgr+SfIeEk0a6nVdfoPMl7w9wD+JPD6H8AfHPqQ+/+9AJ4C8MJ2vidkeyaAZwBcBC84dIX7+YPad/0hgD8c9uMOeV8/g94Dc8zwdGQB4E8AfHAz3Ofu3z4I4O3u/18G4HvDfszu3/8TgL/r53UetGN3X78A4BL3fT8H4F+bftdanKAeTuyLId2yBwHc7/57PYAtAG4H8CSA2wBMue//a8igFb337mbfE7HN10NmDjwN4Lfc1xIAvg3gIQAPA/hH9DEwNijHHfKefhqMgTlmAP+uXeuPAxjZDPe5+/oE5Cz7IQDfhZyBDvUxu3/7OoDX9vM6D+KxA7jZvdYPuOfgQLN950pvhmEYpi0GPobBMAzDDAZsMBiGYZi2YIPBMAzDtAUbDIZhGKYt2GAwDMMwbcEGg2EYhmkLNhgMwzBMW7DBYBiGYdri/weoxqE6y+VZ9wAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** airstrike ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** armor ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** arrest ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** artillery ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** civcas ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** control ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** cyber ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** firefight ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** hospital ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** ied ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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d9EJjdV4HaIwLcnIcxYhVyYOhz5+8UI0KMwtl1tXoKwg5PJdhruVW1ljGRSGv9XysdH08c7naOdqJsIZlAqgj854euJYn611VeO5ULsm2i/difw4bPxV2fk3QCo+XEItjKmxr1Aadv63SYRRSW2duz8AwpluNCitLhT11caNSyLEp3tcWFRZF8FwHcw1veFRYYIYbj2cMZHwfPL06ng1OENawTACj5psUgR60VqO6oDippkX0gC60vLGXQV/eFEULuyUaNw3MqLBRPZaK7W3zoCbPWj0WuepukXifnKjf+Bufwm994vHCbSQTJId5LNLoDkJcWC+frW62P86rbvzI2TU87+c+hJMjtn7wQ46Gw9BplvBYBiEYi++XcWksdKwPnLKGxWIE1JEgSQ82JbxV2bZqtrXNhoXyR5Y6jbF7LJc3xeQ1rO4ToIUbb9FjIeO4vkWPJdhGj0XlYhjX/rFz60O9vSoJkoMwwr75JoBqOks6jyXbsDx+fgPr/QAnLo1GIwWh8Fjmy1BhQYSW58CVOtq4nmO63g9Yj8ViFJiVWscBKnlBGksVukGJ99tMhdGkv9RuqDa5VfDg6dVcPYQMSxnvoR+E8ByGhru1svmxx7JFw6I0lvquBxnT+RzxfhBGQw1bFY9lEES4+dACgGq5LHF1Y7NWWHJ//S1WyfYjobF0Gl6p6sadhqsE9nEZFpoPrMdiMRLIMxhnjSF64FpedTpH9Xvn21v3iDSWxbZXOdT56Yub+Ib/+gl84nh2bVOiwsqURen7YgVKgThbbdW73t8qFUYCdX3XwvRYTCrMD6PhSY9y5Q6Uiwq7Yf8CXIdVymWJPZaksTU9lv4W+/oEYYSGIzyW4dWNQ7QbLhzpsYwrjYXO96mVHpY3p7u4pTUsGVjvB1iRE1MdqMNjUYalMXpU2LjHNHy/o1Nh5JHkPYCKCivlsURojWEFqjyWISvei+t9fPLRvGLfWpHS7Qw31o45jDgiXi7pkQzTsOvnhxxzTRdX7+mMRoUZYceDMEp45aqvz8iGRUaFldBYun6EdsOFdHDHliA5COIkzWmnw6xhycDPf+DL+KHfS7WOGQsi+dACYxbv5WQ0SlSY3vBpO3NZyKDt6jQqUxhE5eRNfuSxbJbSWMIEZz7qPEGGZZjG8usfOY7vf+dnc73DukrD6+iryKa0x0Kvh+omQZRpmPK+23AdXLdvvpphCZP6n74f/dqrvj5bosIczDW9UtWNhYc7Zo0ljHDLIZEcOe10mDUsGTiz0htZBBwG/cEY5yRuUmFVBGjdY9nO7HuaDBZaXmWh2sxvMEEeS6+sx+I5cLa4AqUxDVvxfu7JS/BDnjsJBmOgws6t9gp1NjOPRddI1GReov4X5XIUXT9K3m26DEd3tXF2tXwhStU+2ejLoo8TiO/hUXOIBBUmPRY/LDx3PT9Ep+nCle7FuKLC/JDjyK42Diy2rMdyJaLrh1jp1kOF6cZknAtSmgSa3ghRYdqqfjsF/F4Qouk5aDWcyv01+kMKZ16mcOPSGou75RWoXyIqbL0fqDyFPMNC+x/1Wpxd7eHlv/QRfDJHfwLStcL0+9IfYrT1bbSp1ljBOSND2fQcNFyn0vk1EyODiKt7XDdmW+1ESlRYp+mC8+Riy0TPD9HW7pfxGRbh1T33yBIePL02lm1OCtawZKA7CLExqKdVr+4RjLOkSypBsorHkqDCts9j6fsR2p6DlutgEEQjJc7lTSTLKipseIRWPwjRajhqBVq1ZwihTFTYF56+rKjQvLH7JT2GPJxf6yOMOM6s9HK/kxbv0xSTHwzPTWm5DpquUzhW2lfDFee47HFFEY/HooXokzHM8lhGNSx+JCZ18sCKrmHPF31s6qDCGp6Dmw4uVK4CvdNgDUsGaPWzWoPXoq9Cxyvek8ZSPSpskuJ9u+GqFWiVfQ9rEKaosIKVp76trXLmUcTV+DcKosLufvKyep03CcZl85PjWNn08Yt/9kBCE8sCnZtewSTbNwxLmNAuymssDY/Bc1mhd0Xba7gOPIeVPr9ZHSqDKFL5Rvr565UMN768McBL//3f4J6nLiXeD0IOTyZIAsV0ZooKG9P60A85mq6D3Z0Gun49C9vtgjUsGSD6pA46TJ88x9lQyjeiwqppLBOiwqRhofyRKqtNRYXlrKqXNypQYYFBhY1wXfQJrSgP4p6nhhuWvCKUnzx+Ab/zqSfwpRMrhWOhc9MvOPbYY0ln3pfXWMRE6DmsUJuj7TU8B57rlF5ADIxFGAW+dDI9lnJU2KPn1nF2tY/HziU9Ap8SJJXHkn/uupIKGxYV9rN/ej9+4c++XDgecwwNl2GxLcaw1tt6pexJwRqWDNBNVYdhqdJ1rwoCI0GyyqJ7cuK9oBTIY6liWIrEez+MsCYn9zJU2IAyqZ3Ro8L0cWzk7DMII3z+6cvYv9ACoHkWfoiHzqwmvif+Tw5kvS/ux2ETDm23SMguqhVWloqjSK+mV0yFqUWPNEJlFy/6/RBEkZrAFRWmfV42j+WULPliano0qc8pjyX/HG8OhMfChmgsn3/6Mu4bsggwx+C5DpY6DQCiKOW0whqWDNTqsSQ0lnF6LJIKG6Gky6TCjbsGFVbF9e8XGBYKNd4730TPj4YmfZLGspUESd0g51FhD51Zw+YgxCtu3AcgngT/6J4T+JZf/5TKucnzWMigrA6ZcGiSLUoOpWoDtBDRJ3vyAodXLI7Q9Bx4jpMygr/wZ1/Gne8SIftKY5G0WdlEXHMRRtclkworGW5MtcTMKLYg4vAcRzMs2edurefj0sYAV++ZU+Hpecey3g9K5VERBoEo3b/YFoZltWs9lisGYcTVDVsPFaZFhdVBhY2ksehU2DZrLF5MhVUJFS3SWEi4P7KrXWq7igpzRqfC/BJU2OeeFLy+MixhqMY7CCO1oMnTWFaVYRnmsUgqbIjHIqK0WGpfdE6Hrf77ciJseGlB/okLG6rWmKmxAOX0tKTHEmtYnYzcm7IJkuSxmPdNIBt9zQ2hwqhqwPX75pSHm/esrfeCUpUf1BgijobLsKSoMOuxXDHQb4Q6xHu/Jo8lzmMZRWOZkHgfRGg1HDXmKsltRR4LhRof3d0BMJwOo5Iuw1agRdAntLzWts9c6mKh5eG6ffNivwZlZVJg5rGtk2EZcl/qFFvRd1qeA8YYXIclw40r5LE0PQcNx0mFG/thFNfvCmKa1nXKe9QJwxJG6vzMZXosw+k/IDYspseiqLBWMRX2hDSW1++fB/VyyzuUtX41w0LhxspjsYYlDcbYNYyxjzLGHmCMfZkx9hMZ33kNY2yFMXav/Pev6xpPWehib91UWB0aS2xYyv+254daotz2UWF9osLcUaiwfPGeIsKOSo9lmIDfNTKpR7GtZBRdh+V6LBv9AAstL6UpKSNp1MMyaUlawQ6lwkoYFvJYAEjdYwSNRU6EDddJT9QBj0OANfGePKQylGui9XHCYxGTv66TlBXvTy33EmMiBFFc0gUo8likYdk3Hy9EMhZx/SDEIIhKBY8AIsSd2iMvdcSzOMwz3cmoszVxAOCfcc4/zxhbBHAPY+zDnPMHjO99gnP+TTWOoxJ0TrQW8V4zAOPVWCgqbIQilEGEhZaH9X4wsnj/mx97DB/80mn82T9+ZenfUJXYUaLCisR7RYVJj6VoguVc9Kmfb3lx5v0Wml7t7jRyV7vr/QDzLVcZf+WxGNWl49LwyXEojWUI907bK1q9izI24l5puI6Rx0LndojGIo2T57KUofCjSI3DT3gs0rCUuM/0axvqGgslZY6gseRRYX4YCY2lIabEvMXBExc2cXipnQg3zrpfyLssa1joXIuoMNJYrMeSAuf8NOf88/L1GoAHAVxV1/7Ghd42eSwtzxmrxhLnsYwWbkxhp6Mau+Pn1nH83Hql32wlKqxIY0lTYcWUUBBxzLe8LZXoIM9p11wjN/N+XXosrTyPxUgGNCdr2u4w7r2UxxJqHothGMiglemx0nBFCLFphPwwivv8hHHmveeWz1lKtD6OIvUbRYVlJkjmH/Nqz1fRgua9JjSWOI8l79w9eXED1++fA4BCTY6uVc8vl/ir61DEHthw4yFgjF0P4EUAPpPx8csZY19kjP0lY+zW7RhPETZr9ljIALQb7piLUCY1lqri/YJcJfkjRoVtDgJ0/bBig7FkVFgVjaUo8/7y5gBNz8HeOdFYqigyh1amCy1vSyU6aOx75kQkWtZ5IM8ojwozm1mlo8KIChtPuDFRkJ6TzC0pU12ZqJum56DppsX7IOSqmgIFKSTF++HX2uz3QnXCiK7S92nqOVk4pXWXTI1XtiYeFlzw5IUN3LBfaGRx2fz0d3WjUCYoJVAei/DqFlue1ViKwBhbAPDHAH6Sc25WVvs8gOs457cB+HUAf1qwnTsZY3czxu4+f/58bePdisby6Nk1/MZHjxeuUMgAtBvumItQkscyQhHKIMJiRjHCKiDBuqzrD2w1QbKACtvwsWeuoVafRWOi0OB5zbBslQoDsnNZ1k3DEpIBSOpFcc+RPCpsmMcitjdUvJeh6Q0jc56OJeL552KgechZ4cbxsUXqOBouq0SFmXksdF4oKixLvC9anJxejkvc6L9V+obD4DgMDsse32rPx8WNgQq+iDtIpvele62l2mNrOhQgehRZjyUHjLEGhFF5N+f8T8zPOeernPN1+fqDABqMsf1Z2+Kc38U5P8Y5P3bgwIHaxkyT0L75JlYqxpH/+X2n8asferjQIFF9sHbDGVspCCAjKqzktiMZXl1VvI8invhud1A+IREQD3OPaoWNQoURf58xAVzeHGDPXFPlOxQ92OvKY9latVplWKSXtJmRy7LeD7DY8pSnoDwWn8R78lyyqTCiccrnsRRpLLHH4privWbQ8gR8XRNoeE5m+C6NxdeMEIn31aPC9DyW9P1SxmOhHJaWl6TuaLtejgdHoPpd10vDUqTJrWtGocxiSxWRlednqdOwGksWmEhL/W0AD3LO/3POdw7L74Exdrscz8W6xlQGVGb90FI798KeXO7i0xmVY2mFeGo5v/ifnm8yTo/F7MdSVr8xa0aV7Xv/y3/1EP7B/4iZTVr5Z02oRfttjUqFFdSzurw5wO65hqJMCj0WaQiFxyLeG+Wy0IS2Z054LFk6C1FhLSNcNg435on/86iw4Zn3ZcT7SI2j4SbDhfVzmndN9BDihpMh3svf9WR0FO2Hwo2rUGFzTTeRx0K5JtRWINSKVQ6jwhouw9HdnVSODCC0Jvo/q0AshRoTFVa0ENGvf5mQYzpfnmM9lmH4KgDfA+BrtXDiOxhjb2GMvUV+59sA3M8Y+yKA/wbgzXzU0rJjAk1Ch3e1cz2Pd3zsMfzA734utVIhfeb0SjfrZwDiSaPdGC0qbLXnZ1JtZgfJsrkYdNNTfaKyFZcfPLOmEuCA2FPJK2diglbVOhVWKdyYVvk54v2euWYpKowmgAQVtgWPZc+89FgyzsNGPxRUmEoIDRP/64UWxTaTngN5IEOpMMrpGBZurFbo2VQYkN9nxdeoGxFubIr3aY9l1ATJuaYHP4xSUWH0uT5xFxnTU8tdHN7VRsvwsNT4HM2DyxgfJUdet0+K9wWa3Fo/7bE8c2kTx89ll8P3DSpsqd2Yao2ltnBjzvknAbAh33k7gLfXNYZRoBsWEX4bqYmPcGa1h54f4ZlLm7herl70354qKFceRPGEWjUZ8exqD1/9Kx/FXd/zlXjNsw8mt6s9vEB5nYAylhcyyqcX4dJGPxGSSRrLsCZXBDpXo0eF5fdjWd4cYPdcE+0SVJgu3sfVakcR72VUWCfbYxkEEQZhhIWWq+igvDyWLPGeqJX9Cy1cWO8rfSoLZcR7KmMDIBXVlewmmaOxaB6L57JU0Ifusei9grwqGovmsYR6Hksj37AUeb2nlns4uquDrh+maDZA81gMapDw5IUNHN3VVue9SJPTqTAa37/58wdwYb2PP/nRr0p9X0XOyTEstj08es56LFcMaBI6siSS67JWhxfWRQc8M7yWJsvTy/kei69pIXmT/8X1Pr71Nz+diGIBgPtPrmAQRIorTmxXloOoGtlEq+CFdjXx/tL6AF0/VAaN2rkWVfZN7lcaFs9NaQ5loCrwGitlzjmWN4V4r6iwEoZlPhEVlv3de566hHufWc78zFdUWLbGou+HMYamFzc3U96Xig5LUmJATH9dtbud+DsLZcT7QSB6qQBSvI+yjUmeFznQjEXDTYv3gXZsfY0K89xRPBZXaizxPvW+Lnp7gGEay1W7O6n+MWQUlcaSU4H5iYsbiYVkERWmh4TTM3Z5c5C4bo+dX1dlfnxjYbjUmW6PxRoWAzQJHZJZ21l02Pk1YVgeNQ2LosIKPBZVLDI/3PiB06u456nLqb7XtL+siTKQCV7VDUvSYynDfXPOcXFDJCFuDEQbV+otX9ZjIU9Jz7yv0oo3jwpb6wcIIo49c01FvRRTYfL4m97Q1sS/8GcP4Ff+6qHMz2LxPjsqTKfcAKjmZoBGhakw37THsiYrG1+1R+TmFOWybDXzXp+cS2ksGeHGigoLQm017igNoQzlqhsWP4rUdqh4Jo2NjrPTcAt73JxZ7eHo7g4a2rkHtFBfJ/ZYzPFxzvHEhQ0VEQagUJPLigpb74cJL/LtHzmOn/6j+wCkDQtpLBNWBkaGNSwGur6o+rp/Qaw8TcPCOVcey6MGX0o3UJZHQVDhxl4+FUb7NKmMR86uZb4PiAfZ08I5y8oVRb3P87A5iB+QjX4gk8Diz8qgpzSWEcvm54j31KvkxoNiAug03CHhxjThu0NrhZ1a7uV6ZCnDYngsNNFQWHfTc9JUmJEYmTAscqV7dJcwLEW5LP0SdbOoVhhAK/QcjSU3Kkz3QpJUGvW4B8R1jr/LFBVWhnL1FRXmIYziqDDXYWi4LEWFLXW8XEN4bq2HMOI4uruTKvOvhPOcKDkAOHG5i+VNH7ceXVLvFWlyWVFhm4MgUUl8ox+oBQiFZHuKCmsgjHjp52mnwRoWA11ZZoS4ctOwbAxCNSnmUmGF4j15LE7uBEb7NFecx4s8FtladVjzIRO0j/kKHssl6a0AYsLUV+dlw40VFaZHhVUKN872WD7+6Hk0XIaX3iAqCHea7lAqrCUzwou8PT+McHGjn1tgsm9QYaYB2jA9Fs9JF6FMJUimqTCqJlAk4MceEM8NHy9TKwzIrsVGvwcgEySTE7XuifelxuIwMXEPqwictY92w4Uf8kT0VtNzE8YLEIJ33j10eYNaKTTQcJ2E0dVDpwF5PozxUV+VF1y9S71XpMmtydByIJ4XNvpBYr/9IA7IiMONY/EemN7se2tYDPT8EO1mvmEhGmz3XAPHz60nbiqaLM+s9HKNhooKkx5LlqtL/UT0XvRRxGPDkrEC94OkxlLWhTapsDIryYuGYdH1hKK2vFn7bcte8w7LXh2fXe3hO97xdzi3lqQX8/IWPv7IBRy7bq+awDvNYo+FyqwAWomOjGt3bq0PzvP1Gt8Q74dRYQmPRcvJoWQ9IJlTtG5QYUX8uzl5ZX8nrhXmGeHGWSX0TQx0jyUVVaY/E5FqCEb7Et8Zvojoh3Fp/yCMFD3lOiL3yTx/S518w6JrQi3DYyGDTjSd56b1z/tOLqPpOnj24UX1njKSOR7LgcVWYnzr/SCVe2PSoDoVBkxvhWNrWAx0B8JjoS5u5sqQaLCX3bAPm4MQpzTvhNxWP+S4sNHP3L6vJUgC2UIx7bOvJbidWumq7WcalkhoLFVWhEC82lusIN5fXI+PbWNkjyVejQJyos2YbL58agWfffISvvhMshPfwKCPAEF3PHh6FV99S5xj22kM91hosi8SY89I3Szv+GiiajdcdBpuhseSNOBZVFgQ8sT9MMgU7zuJv7OgG5MsnSUII0QcymNpGIYhKxTXhO6xpAxTlJw8B2EytBko77G0JNUWRjyO3jKpMDk5L7U91cLYhE7dNVyWKhcjPtM9luRx3/fMCr7iyKIyxgAKy+av9wPsl4aFSh31tEAGcW4iVUssrk4Qi/fA9PZksYbFQNcPMVfgsVyQHsvLZbMmnQ7r+qFapZzOSZKMM+TFDZpFPSkqTPNY9ECB7Mki6bGUNSy0YhKtVsuJqgmPpRckJtuyHktfE+8BQQFkrTbJmJ5ZNT2WtMbyKZm0+qqb48oMwz2WUBkWp2CiOLtKhiXe1vvvPYl3f+YpAFB0j+swzLe8FGVGHgcV+yRDGoRxcUU/jBL3g/66EhWmHW8v45z2guTixnPNzPsyGkssyJu1wpJVhyPVt4X2JY6tnGFpyBBlP4rzWAQVFnsdigqTz2zWAkUPNmh6TmZ1gUaOxhJFHPefXEnQYAAKNbn1foADsgV1dxCpxVeo0ZOqnXIY61BNLw43Bqa3i6Q1LAa6foR2w0XLc9FuOGkqTK7WX5FhWHqDEM+S4YhmqDAh0FxyIDuiJNZY4g8flcL9/oVWtmGRRfScglV3FnStQzzA6bBR88FJaSyaMRlFYwHyPRbyNs5qkXZ6ToMfxtVjP/HIBeydb+K5R2KBdZjHst73sdAanpdAHks/iCe4937uGfze3wnDQpV+AWE8TI+Fos8WW2LyI0Nqegd5E/xaL0DTdbBnrgHXYUOpMOL3s5IkySgRjy88jmrivemxcB6fN91oUF8SRYVR5r08zsfOr+P9957M3IcvPR3SgJTG4rBEZJcS7+XxZNF/cXtkER6d8FjMzHtDY3ni4gbW+gFecPXuxDaL2IG1XoBdcw00XIZeECbuh1hbo7Dw2LDQ+Vma8mZfM2lYzqz0EnSOju4gUAlYuzqNTI/FYcCzDixg33wTj55Neiw3HlwAkJ8k6UdcufJAsceiR5A8enYdBxZbOLKrnTlR+qHYrluxWZWipFQxweR4fvK99+JH3/35xHu6YdnoB4lVfJ64fXa1hz/9QjyBkI5EbVjzPBbyNs6upgsILrQ8NaFxzvHxRy/glTftV8YVKBMVFqapsIyTp+9fibGDUE1qfsAV3TPf9FKemx59BgiPtR+ECbpTL1vS9JL00lrPx2Jb5MAstb3ClWw/iNTqPateGN1f9J1GSrzXQ4+zbyQ90susnGAWh/RDjoZciasilPK+f89nn8a/+MP7MjVBCjCgqLM4KsxJLERijyVdnFJtSxPHhceSERWWo7Hcd2IZAFIeS9Eibr3vY7HloS0XNlmGJe56GSeRxpn3093sayYNyz95zxfw839m9hsT6PqhKhmRZVjOrw+wd74F12G46eCCCjkeBILSOCpLRuhJkkKQJR49gjeEsqJJV590Hj23jpsPLuROlIFcMVdtVpXwWFxmTCoR/vbBc3j8QjL67eL6APulm7/ej6mwxZanilGa+KN7TuAn33uvMkonLnexq9NQTY10zUFHFhXWz6gWcHqlhwvrfdx+w97E78tEhcVUWL5R1vevJ4PS+AZhqLzQLI9Fjz7Tj1dfXQda2ZK2pHpowl3rBSqJdbHdKOTee36ojIa+OCGQx0J0r+c6KY0lDgse7rHQIknd46bHomksakGl1fYahNmdFqlnDOWV6B5Ls8BjKaLCWjKKTe8+aWosevIlAHzxmRV0Gi5uOrCQ2GZeFCGV31loeeg0XPT8MLHQMGu59f04R4fGYDWWKcTy5gCXcsR1Eu+BHMOy1lc5LjcdXMBj50W9LHowOk0PR3d3EkmSH3noHF70ix/GWs+X5bnjDOQsA2CGG3MuIsJuPriAVsNJrEI//MBZrPZ81Vp11Mx7qtmle1BfPLGMrh+mVseXNvo4vKuFputgvR8qL2X/YitXY6HJ7OlLot7SicubuFpGOAHUxTCfCju3Gl8vmiRo9T8II2XcaLIkDPNY1vsBFppJjSUryueMdj3JmGz0AzU+EZVHhsVLUYJ69BkgJuR+ECUmfj+M+fdO003QS+v9QPHuSx0vdyVLms0uuXov9FjkRCwy75OaQ1bPEx26BxB7LOnETjMqzKSPKEAhKxGZ6pmRBhRHhbGkx0LiPWksmXlesY7SNIx2YGbeOyzlsTzvqiX1OSGvbD7lsCy0hcciDIvmsWieCv1vhhtTJWgbbjxFCEKe8AZ09KTGApBhSV7YC+t9JdDvX2hhpevLiI84+/fIrnYiWuz+k6tY7wc4v9ZHGJmJjOlJbNUwLGdWe1jvB7hJeiz0/qWNAX7oXXfjvZ99RtQ0cxztZi9pWIJQ9clwjQfq08cvivEYq6ZLGwPsm2+plTmt4PcvNAvb8gJxz/BnLncThiXPY+n6WR6LpMKoOVkYwYwyIwwT73WPhTER9pxHhZFHQoZlvR9g0w+VR0p0z3zTS9UKW9f2o443NDwWbVVOixv6e63nK31mqZ1fUp0mWzKwvQyPZcXwWMyii0HI47ymYbXCPK1MC5XZ0WZamjRVBJrRQZK+m0XtDUIeF7nM8FhM8Z4MdyYVlvCwhCYUjyHeLpAu6fLI2fWEbkcgdsBcxMWtGDy1sFnP1Fji8ZsBBILynN7S+TNpWAZhlPnAAUSFidMy10xTOxfW+yrag1aQG4N45dppOjiyq5OICjujRRQN61QXhJGqjEo33sV1QR8dlL22aaIkN/nJixsIZOZ9US5GFnp+iDb1PneSVNinH7ugxq1PFhfWB9g338RC25MJkmI8++ZbuRoLrdieubQJzjlOXN7ENXvm1Od54j0ZqpWurwxqXC0gXlXreTE6Ok03N3s5ijg2BqHaDiDoDXOi4FyUA7leVrXt+qLUxuZAhJEOwigl3pv73DAMC5V00Rc4uo5ABpLOiU6FFVW+pe2R0chaQJG3Q5qE5yS9xYHmsZTJY6GqwL4xUQPiWpEID6Q1FjJG2R5LKMKN5YKHjJzyWLQ8ltaQvj56HgsZuZieTob6mh5L1w/VudeRR2eTl7HYbqDddNH1o8T90A9CGWKsayzJAALx++ktnT+ThiUIeW4TpO4gVP0eGhmlKs6v9VV8OhmWtV7MtXcaHq7a3cbZtZ66cc9JwyKqJctOdTk35WpGVVT6f67pJqKcaBX0zOWuCArQMpvLlhjS+3LoXHt3EOILTy+r6CL9Br+0McDe+aZamW/2A8w1XSy0PeW9mIg9lk1c3Big50cpKizTYxnE75GAntJYAh5TkabHIutHZRlaqm+mT/iOw1JU2GpXlK2hPhxU0oa22ZWGlybPuRyPZVE3LI0sKixeuZLOR5PeWi9JheVNOGR0dxVoLDSJL+pUmJF5r/rzyPF89OFzePB0XLvO1z0A6anRe0kqzIwKS2os/jAqjMKNw1in9Bwncb/0g8hocZ2h12iFMM2OpTEVltZYOBfGnoR9HW4O7azK97Q9dBoOeoOkx2Jqa31JFwJx6X7x++ktRDmbhiWKV7g6OBcTVF4I7LosyUAay4KkJtZ7gaaxuLhqTwecx7x87LEEUrzP11j0B4yMX2y0XMXZ6u+fuLQpxHuZwQ5UK+mi5zPQqvOepy5jEEb4mq84mBhXdxCi64fYu9DEQssTVJgvjPF80831WOjBevrSJk5cFjTh1ZrHYvbIIHT9+IE8K3WW2GMhsTbMp8Lk31nX2yyzAojJwqTC6PrdsF+It5vGRNH1xYqTJqyFlodNWZwz3leoNCEgjoJLivd6l8SkxrHW85UmslhAkfRVsmDSYzm90lXbXu2KCDM3Qf0ko6RMjeVn//R+vP0jx9V3BmqSZ3EIcUaNs34QKUqL9gWkWwNkHY8S71WRUqmxqDwWsQ26h8mwZIYbh5p4bzSWU8K5k/ZYVL6Ol54qVVRYZBoWcSwLMiosK9w4kcQq6ULPYYmIxqIFxE7HTBqWgVajRwe9Rw+1mfh1QVJSpLEsKI/FT2gsNGHSBHpWeSyh9CyY1kkv37DQJKEMS5MMSyS3F6j9DILh0WZZ6GuakucwhPJB+vRjF+A5DF/3HGFY6MG/KIMedCqMPJa5lpcbgUWivjAsQsC/eq+msRQkSNL1oAk+Djemvhyxx2IaFpogs+gwnQsnOCwdFUb7fZbyWILERLE5CBO1t+ZaonK1PnlkaiyGx5KlsZDIrIv/S+0GNgZhKjQc0DyWuVhjWd4c4NW/8jH8+X2nAIhrSYYHiClQMoR+wDHfTJb42egHibI6NOkzxjQPIIMK80P4QTrz3jeM0DDxXmwrNmYU/AAIw9Ly3GIqTPNYqOeJ8ljISLqxoY1zcuJ9ZsHN8HDXNPGeGIYNgwrTr3vfF9fd7Pu02LIay1QhiHhm4lhMp8RCox7vTnXC9hsay5oWHSQMi5gwT1zehB9GyiBt9gPpWeSL7PSA7Z1vKgMSU2HiRqWMbarRNQgjnFruJqiwKh0klcfixCvXe59Zxq1Hl+JMb+mSU7jw3vkW5luxxjLXdDHfFGPLerBpEj+z2sNj54SAT+VJgOKoMOqBcVZLUgRiw16ksbQreiyOwa/r+33WgZgK06PfuoNQaizi3JMB0I1PVlTYIExrLKqWnPIYhJYTcSSoMCC7rIupsfT8EGdX+xiEEZ68IAz6as9PRM9leRFml8auH+LcWjIyLxVCbOgmnsOkxxKpjHJV0qUEFeZLT4d+Q7poHG4cJxi2Gw6abnLMyW1FKkAl1ljkGAoSJGPtI3uqzFqI6JWsSbw3o8L0694PKHIuabysxzJl8HPEe53OAkSykr76ojphyrBo+sOm9tsjuzpgTHgS+sMoVpnFUWHLm1KoX2ypMepUGAUW9IIo1cGx6TrVEyS1YoQNLY9lvR9g73wzzgCWUTsXlWFpYpGosIFYjXfkKjfLa1mXXg3nwP99/CJ2z8U5LEBxVNjBxRY6DTfWWFThzDgqrJ/jsRS1J44LQ8a/cZ20eE8eC/XiECvQpMeidxoljW4jUZzT8FhcN1UWXS/poqLCwighBgPFlW+zqDC6p86vi+NY6frKOAHpMivkjVCflUjWuTqv3ctZkV5+mPRCFtoeen7y3LjKY0lSYYUei/TuaTIm46CosCA0NJZsjyU2hEnPhhaPidbEYdJImpM+wcmgTnWPpSUZhjQVppXdMc4RwWosBWCMvZ4x9jBj7Dhj7GcyPm8xxt4rP/8MY+z6OsdD1WP1CBwCTYg0OVHpB6IIyLAcUOJ9rLH0NLqq6Tk4vNTGicvdRP7DRj9QInteMT5yfQ8utdWDRJFRRIUB4mY0K+jqHG15jSXSNJbYY+kOxMNKExDd4BShtn+hKTyWnijpQh4LkN33fr0XqMqw9zx9ORERBhQnSM41XRxaasVUWJj0WPQEO1O8L6LCzMKQQHZU2JnVHvbON1WvFVNj2RwECfGeKDo6D5E0IPOGeA/EkX1xl0SKCosnScXZqwRJ8X/WZEze3LxstdwLQizL711YG6jfJTwWI0KRjoW8SH2BQ8etr7DJMPmGF7LY9kRUmCbeM0Zh7UkjlDWB9oPYwIm/Q7gOEx04jUZfba+4/YIva+kBca5InNBpUGGaxxKHOGdPlWaIPiDudYfJhaDURNdlgiwdR8/wWLIMy7yMaJzGZl+1GhbGmAvgNwB8A4DnAvguxthzja/9IIDLnPObAPwagF+uc0y6pmHSIzrlBMT9p+lBOS/LuVDPDV1jMSe2q/d0cOLypooIA8REQyK7GXZJoMni4GJLrWp0mk3v406rIKqySu56Xi5GFvRwY734Xi+QVZ6Vx0JUmDCue+ebqtjiej/AfNPDnJw4zVyWMBIaCOUCDIJkRBhARjw95u5AVEI4tNRWSZJkcBdbsQ6QJ94X9b3PpMIYSyW8nV3p4eBiS1XG3TRKdHQHYSJBMvZYZIa+VpmAQJMbRQHOtzwZFWbksYRcfSemwqTH0s+ajMVxUvht34+wIis5UJ271W5gGBaq3xWL2Q1lWHji3JHX4oc8nZtiJEjON4XHMtC+K/aXppoyxftAhBGTHtnzI/XcNKQOQlWDW0MaxgkjFTMR9J4+hri0P0sFF3g5HovL0hoL0Z6MMXSaDrp+iM1BiH3zTbVfswK1XvaGQNGaRQ3bdirq9lhuB3Ccc/4453wA4D0A3mB85w0Afle+/iMAX8cYy76KY4AeVmleMNM4mC7+xY0B9sw11c091xAVgdf7QYZhmRMeizQsnsOw0Q9SVJi5Ol7p+mpCp8mSulo2PScR5bTeF8mNR5bacrxxuOQwj+UP734Gb/yNT+GhM2tqYtUzsLsDEYY813QTRQ8vbgzQdB0stDw1UV5Y72OupXks/RBRFIeH0sR6/b75hOHVIfprZNOTc9KwmB6LCokNhMfS0M4roSgqLEu8d520UT631scheY6FGJvsQdMlKkOVdKH8pmRYuCneA7HHstASJd+zosKIWqH6UTTe9QKNpdVwVETSZUmFkce9Yor3pschPQzy2HUa8ZwWQNEwqCUzL4Q8lkEQKkMKJBuLFVJhKipMaizyOdDPH+lryRbX2VQYeQytnPGqBEktr8cs92KCsXRovwgNF+e37QnKc3lzgL0ymrTvJ6mwPI+lSB/c6ajbsFwF4Bnt7xPyvczvcM4DACsA9tU1IP2mMy+YnuQIpB8YuoEJjsOw0PISeSxEYVy9p4Mzqz2cWu6i6To4tNTGZj+ELzs9mvH8hOVNQVO0G04iKoy0AppwxCpI8PZX7xW0Eq08s3hfHWs9H2973/1Y7wf4R199A37itTer38clvYXHYhY9vLQuclgYY2qiXN70RVRYkzyWEO/89JN4za9+TEQ0aSvua+VYr86iwnISJDsNF4d3tXF2tQfOuaaxJMV701sBkBiTiTyPxTT2lzfFMdN301SYyGtRRSiJCtNqiunv0/ECMR8/33ITGosu3qsSIS0KN5aGJSNnqKc8FhdtT5T/iamwPgbSCGeJ97Tvgawi0HCZMNq6xyKNU1aPFVWEkqjKlhevxrWJWY+6KjIs9LuGZlhij4XosSidx5Ij3tNvGsb3gigCY7H+o9NbZhMwE5lUWN9X14ie2wvrA8V0iKgw02OJEsYX0BdF1mOpDYyxOxljdzPG7j5//vzI2wkKDMumobGYYqC+6iEsSsPS0yZiQBiWMOK495llHFxqYUFGUAVUhThHYyH+u+W5SgfS65e1tZuNKCiarHWPxZwcTy531QTxfx45j0EY4T+86fl46zc8BzfK4nq6eN/VosWWOrGIeGG9j/2LNMnGE+V801N/bw4CfOGZZZxc7iZoo/mWh2v3kWExqbBk1j8AJRp3mh4OLbXRDyKsdH0tjyXWWPRSPDp0Q2yCxjWnLxYyqI3lTV/pK5TJn6LCtMineYMKW8/QclqaYSE+PtCiwnSPxTRMtJ2iqLCW56DVcNEPIlXUdGMQqgCIpSyNRfMiGk6ssSQ9FmlYtPBqM8qKnrGFdiPOvDeoMLNgpVnShWiupusqKqwfxMUxW6bHomXe55XNV+NNBRuI+n307HpumqrL81iy2AE9ApDuyYvrfeyea8Jh0himNBaeotvo+bMeSxonAVyj/X21fC/zO4wxD8AuABfNDXHO7+KcH+OcHztw4ID5cWmYbVN19Aw6K74BNVHTNCztBtb7vtICCLQi/+KJFRxaaqsyHyLs0dE0Fo4zKz18z29/BufX+sqw6DcV0UFA7E11/RCbMumOhHC6MU2dgHOON7z9U/iXf3wfAOCvv3wW++abePG1exLHQuHGYuXME8U4iQM/vdLD4aWOPPZ4opxremqMG4MQT8uaYJc3BwnKKddjkVFSuqGl1TeJ94BIklR5LCTeB5Ey7Cba2vkysd4PMd90E0lprpP09vxQGPDdnaYay+YgwPogUJOcGRWmqLCUx5I2LKs9Hy3PVZN4Vh6LSdktFHgsNKmSxtLzQ6x04zYHj50Xlap1j0X3zMNIdLEkPYnCnQnksfgZHkucIMnVeLuDMJWjoa/yKSLL9FgStb0c3WNJGjO69gkqLNdjyY4Ko4rjBD1BMqbJ8sKNs6PCVGvsRvxMLLREnyczf4nqqeVRYUW17nYq6jYsnwNwM2PsBsZYE8CbAXzA+M4HAHyffP1tAD7CawyDSJSbMDj9dLhxslSFvuohLMh6Pl1jYqMV+SCIcHipLYXuQD5kmsfCRXe6Tzx6AX95/2kZCtpQN1U/iCQVllwBUcjrXNPDNTLRMKbCktrNhfUBLqz38ef3ncKXT63gow+dw2ufcyilR7hypWY24RK1qeI8lCO7hN5AK3NArKYV7dQPVBXjyxt+PDG2Pbzk+j04tNRSBoaQRWPoYdakcZxd7aEfCBE3nnx5Ih9Hx5wKgU5PwmYIcHzu4r9pwtszLybiuYagwjb7IRbbHpqug00/SGTeKyrM0FjMPBZAiPetRtzeV2ksiTyWIHEsLU9MokXhxq2Gm/JYAKhq3EkqLF7kxH1BWI7GEnsseRM1efiksejfoddxaHPsIevX3mwkJr4Teyz6Pimy0XEYPIdlayxh2sMaaF6Tl1hciPFxzlUiZ554n0WdrvXi4Ajdi55venFVa7moZSxdAZpQpA/udKQrq40RnPOAMfbjAD4EwAXwO5zzLzPGfhHA3ZzzDwD4bQC/xxg7DuAShPGpDWYdIx169BWQ1lh0Xpmw2PZwaWMgw3PjzyiXhXPg0FIbYcRxdrUXl3SRRiAM4wztjz18HitdH7cebagVrfBYApW0qd9sG9LlzqLC9JX/ExfEZMI58GPv/jzW+gG+/tZDqXNDDZ9UhJWc3JY6Hs6s9tAdhFje9HGYDEsr6bGQoTmz2sNlOZld2hyoSX2+6eElz9uL1z/vSHrflA0dRuggGcnVaboqd+jCel9dB70PSDdPY1EBFhkeyyCZtAika4VRDghNFJ2mi8ubA2WUIi46h+pFKKnroaLCehmGRSbzrfV8USJd5k4ojSXhsYSqQRVhse2pMGQdNGG1PUdqLCHWegGO7mrj1EpPeSyJPBYnvs9TDbHCSIXStzwn4bHEQR+k0SRX+VnUH2DkiUSRul9XeyJw5amLm4pubbpMTfoUbgzEkZnn1voqjwXID1vXNTDTszG9BT0VwCxQaUKMPfneqpYnRAwDAMy1PBGpp2XeL7aE8dUZAnXOFGthNZYUOOcf5Jzfwjm/kXP+7+R7/1oaFXDOe5zzb+ec38Q5v51z/nid40k0ITIuWMpjMaJMslYVJN53/bh4JQCVywIAh5ZamGu52OhLIdNhquR2EHF1k336sQu4tDHA7rlGIiJEL4yZyGOR+SPXKMMSJ3jpq6gnZKOuO55/GE9e3MRc08VX3bQ/dW6oCKXyWFQ3O0GFUVQWeSxJKsxV5+2h02vq/eXNQabGYCKrHAddj7mmq+qzXVwfiGq2DUeJsEXiPQVYZIWzbvSDVNVas1YYrfZ3z+lUWKh4dPpbUENiQqLABtW3ZZCmwnTxvuW5queIqbEEUSSNWPLYFtpedlSY9OY8V0SF9f0QK5sD1dn0sXNpKkzXWHzNwyB6jo7jun1zKtz4wvpA6TRZZfMdFucQ0fbU/nQNI4hUYMRK18dvf/IJvPE3PqWulx4V1vdjAf55V+0CAHzuyUvgHCnDstEP8Lb3fUl5nH6GxxJrQkl9Q/fg9CoCWXCcJDvAuTCQKipMuycXWq4oPurH4cZLnYaWIGlqLPJZz6nEvpMxNeL9uFDksfT8EA5D7somiwqj0ta6wE4gOuzwrrYo2DgIVD8WWiVGPPZYevKGS2osUW5U2IZccR9cbOEXvuVWfOMLhCfADPf88QsbaLoOfv6bb0W74eA1zz6QOQk3ZBHKnmFgSbw/LXvMkMFMeiwiKqfpOnjwzKp6/9LGAOu9ZIJfFrKypmlCm2u6WGgJGuHCRl+tPvXw0jzxHsjvX7Ihgx90CH0qbVj2SPFetFIQ535eluxY6wXgPFmocL7pKgqsiAojj4X6zqeosICrfemgYBATfZn7AUCujkVU2I0HFsBYTIXp4cZJKixeoYuosLgO27V753F+rYdzqz2cXO7iNtmqN16AUYkUsQBrNXIMSyLcmKv8jpWujwdPr2IQRnjozJo6T57KY4k9lgOLLVy1u4PPPHFJHSsQ15z7/NOX8e7PPI17nhKf65n3Me0aqvHqGoqeMBqXe8nXWBK6oOwGuZRhWOZbnmxJHRuWXZ2GKuli7oPyy3oDa1h2PBLivamxDJKRXWZnvH6mYZHivR8q6ohAAvWhpTbmmh42+3E/Fl28p4mcFkUUFSb2GSb0G71EyUY/wFxLjPf7XnG92p9r3OxPnN/AdfvmcHCpjT/+kVfg57/l1sxzQ5SEKujokcbioedHeEbqJkSF6RMlTXxzLUFlEC5vDJTWYK66dZg8PRAnWrblNdk/38SFtYGIzmtonQsDriKDspDVCRSQ4n0GFaZrLJQDoov3G4O42kCn6WJZiuP65Kl3kdzoi8gvnSqNqU6Z3Oc6wmMwSrr45LE004Ylq4tkX4tcbEujtzkIsX+hiT1zTZXLspQh3geh3nCKqQZbREleu3cOFzcG+OyTYrJ+kQz+aJgei0wW1emvZoIKS2oYRHOudH0clx4Vlehvum4itFg3AC+8ZjfukWMhI9ZqCF2IKkQQjZTUhJJ5O4ERDu1qNPWwki6usYij6ElFhRkai6LC/BCM6SHZGeHGTeuxTA30cGOTCtv0k5FdZi/vrKgwcWNEkh9OfkYey6GltirQ2B2EaDhM43Hj1cux6/YCkIZF81i6gzgqTE1IsmKqOTECad73yYsbqpfIrUd34eBiO/PcUGKYqvKseSyA6KQHxIalpRUIpPHRBLhvvok9cw1c3vSx1gvQdB1lLLOQJVSalRD2LbRwUXosLc9VRQWJCus0czyWjpdZMkRoVMnfuAa1obotKo8lDjcmKoy6jOqGZa7lKQpwrRdnYhP0+6jluSoE1yzp4gdRquQ+IDWWnHBjOs8tz1HhxbvnmopObHpOYiWdWKGTxiK9Tz3c+Lp9c+Ac+JsHzqLpOnjeVUuJ49ZLpDRcltiHPjE3XFHSJYw4OIca1+WNAZ6U0YQPno49FlqE6R4LANx2zS61aGkbHgsZUNU6ulC8T3oLepSbPywqzKCdKeGVPJZOymNxlMfSkteBwo3TVJjVWKYGRQmSvUGSp0/lsYSRytolkM5wfq2f0FgA4DXPPohX33IAV+3uJLKxEx6L1iaZBPVdWlRYLwgTocyMMbQbDtb6AQZBpPq163AcqPpCYcTx5MVN3CAr8xaBGj7FJehjjQUAHjm7hl2dhjpOPUlShVfKcV67bw575pq4pITufKMCILMcjE6FAWICurg+SAixVCixq5WmMSHCpZOTcCTF4nRUWJoKcx2mst47TREuSr/tNGP9pqEZi4WWq5qeXdwYYJ9clRP01amiwvTqxkpjGYEKa8QeC2kZu+caqsadrq8AMc2jl5RRGoukwpquoxYUf/vQOdx61ZIyYHGCZByW75keixFurNNudG7uP7mq3ntIeizkOdG50LWQ267erV7HGouYqKlYKq32dRqbik3G4n0yKkzvlUTBFEUei36/0CJjKSsqTIYbk8ZCpf77vmiBkAo39tKLrWnBzBmWIEGFpcX7TgYvXBhurCWrmRz/V163B7/7A7ej6TmJidUs6dKXfeff+KKr8M23HcWLrt2tbqq+HwpPStt2p+EqV38uy2PRkvxOLYteLTfsG25YqAilGW5ME9HDZ9aUcG8eP42Pyrpct3cOe+abWNYiqIqgl4MhbBpRevsWWriw3k9MnhQSKxIp8zUWnQrjnONn338/ljd9RecQzPDRy5sD7Oo0lLdBRu7i+kB4LA03Fpq1yUfvIknVCnS0vKRhEeV00tWNB2EOFdbOMyw6FRbvY3enqSgn07DEVJYWbuw6srp3pCIeyTCt9YJEDpToycISeSzNAiqMNBai/fZJj+Wepy8DEAuIU7J4qy7eA0h4LM+7apeij83mfJfk80Eey0ALB3ccMV7lseREhflaVFiexsKM8HTyjFXmvUmFNeKoMN1j0ZuhEWweyxShSLzf1CgnIB09khUVpkdGZSXoEfSJteEke973JH2xf6GFX/+uF2H3XFOrfisEf31cnYarXH2TygGSq24KNSYqrAjUAjaVxyL5Yr1mFmHB8FjIm7l237zwWDZ8rPXTYb0mskqvmEEE+zI8FqJren5sbEzs6iTLj//qhx7Guz/zNN7y6hvxrS9OVhgyI+qWuz52axMx5RMF8pp0mi7W+mkqjLpIAiKAYZ9hWNJUmNBYAkO8D0IuqbDk+VtsN3KjwmIqLL43ds81lGFZMoIo9A6Qg1DXWJiib+eaIkiEkJVcm/RYTCrMSXw3iCK1YBOdFh08cGoFAPDa58Sh8DrdKn4bv55vebjlkKiYTUa05Yqac9SQrq8WhWHC0Om9lsysd11jidsh52fe61GEtMhQ4r0WbjzfEnlP/SAONiGPRVQ7MIpQajrctGEGDUt+5v3Z1Z5alQEZeSw54j1Bj1k3oa84PVcrby/DjfMaVFFUUkf7fbupeSyZVFg8OSrDUoIKowmGvAYylHoEkemxkCemNJaW5rHMNYR4X8qwxOVgCCYVdmChJYXZvhJrG24cvplHhS11GiokOIw47vr44/imFxzBT7/+2TDrnTosWWZnRSvnAsSelThWL+El6ffGXNNVeSwXN/pqVZ71XRE6LTUWaoXrOmAszrxPhRu3PNEozBB2RTfFDI9FMyx5HouvhRtT1J0fRkp73K/ReS++bndiG57WbTUI0+J9VrixXpJ+V6cBP+Q4uNjCC6+Jt9103YS+YSb1Eh1mhhtfSHksyWdXr01HJWzM86F39CzMY0mI90SFUYV0R3lVCy3Rn4Uy78lj6eUUoXQcpgzPtGEGDUu+x3JyuWt0NYyT9uj/PCoMyJ7kCQmPxU32Y9FXmQQSIy/JqKQUFbZBHksOFaZ5LAstDwcMjj8LtGqjxLvYY4knosMpwyL6ftAkEnssc9g731QlXYZRYXNGtjqg1W7zYo8FAE4t99T+Gh5TGeh5VBhNpKtdH5c3BwgijpdcvzdlVACiwuK/L28OVA6LOD49L8FL1BkzPZaNQYAo4ri86aeoMFNjacjACQpvdR2mytZvZmgsqnup4bX0ZcSc2K7usTTVomnJMCxuhljd8JJl86llw65OA4eX2jiyK1nrjYwQIJ4Tz2GGXpkumRK3C2bqGt14YEHl3IjfJakwU0S/TRqhjkGF0fNBz7gpjusdS03tRq/jN6xsvqnJmR6L0ETjRZcS72U0YMJjyYhqFK3Ip8+w1Jp5vxOh9z/RV3urPRG9dJVWHFEvVkcNwrIy7wl5eRRAckIyi1DqvDihpTyWQer37YarWgTPZUymesjs4xdERFiZTgT04KmJuoTHstgWkVG0/YTHMt9EPxCdB68xSriYmNfKwRCoTAt5d/vmxcTY9cNELxCiufLCjeNmZYGazEwPguA6LBHyvLzp49mSbgGSnuN8y0tSp3pUWFNEC17aHCCMOPbOJw07BXCEEVcJkhGXNJIjmlk1ZPa+H/LUAkIvna97Ev0g1MqJiPF4DsO8lmSa9lgo3DipsXiyurEecXfzwYVMWpUSPIE4Aisp3sfnyZW0mb4vusduOrigiqKKz1ihx/KGFx7FRj/Ac2SvH4oKI4++64eJgpbxeBxFkwVaFQE6X+I4tLye3FphybL5qz0/FXXXabiSZtcz76V433DQC4QnneUVUWvjacPMGRY/iFeEOhV28rJI/rtqdzwB6rkVqtRFRq0wQpHGok8MWXks5naVxyINSMfQWMhwZHkCDot7ijxxYR0vumZP6jtZIG6ZDItOqVBBwsPGSvXQUjtBHx5YaGGPjECipMIzq73M6DUddO42Ex5LkPAC9QlUT4ij8eYZdppIV7q+Mlz75rM9OLO68XKBxzLfdBOGJpnHIr5HuT/7MwxZ03XQjUIp3hOfrpWG9xxV8t5cQCjDYgj4fa0jKC1Ods+J4IM8KkxPkNQ1FurSqF+Hd/3g7XAyFikURAFAVfBOaCwpjyVJM8Uey7zq1rm86ac8FjM6a77l4Yde9az4nHqOuM7yPqI6XOYY9NbGVA2DoDQWPfO+qLqx5rGs9YLEQgwQ92Wn4UrP3lX9WFqeo/q1AMngj/i3jtVYpgEUiUKJSQQyLEd3xytyvWTIQOOedSy2ymkscy2dMkl7LOakSO2LqeaWbrTMbF4TOu97drWPI7uz81ZMNBQVJtqokqcgerKI4zQ9ln/6ulvw7n/0UvX3D7/6Rnzgx18Jxpiq58R5cdY9ILwssbJLaiz6ceuTc0vzWCh3oCgqDBA0xYWNuLVy3jhonhgEETYGYUJjMfMSkmVLksIyAFWM06TCgHiR0mrE1GjPTxZ3JI81FW5sUGEUXp4U78V2yDAelBWidUMJJDtIqjwWVy+bH0fczTW9nKoNjvJYqG5aocYSZlNhNx0U3iF5LU1JExJMj8VE03NU2RkAsoNl+tltunFjuSCKUuOj95UOVESF8SQVZgZHtBuOun4iKizOY9EDTrIiz6aVCps9w6JFouh9G07JciXZVFj8EKQ8C21S6DQKNBZdvHe0IpSRaFxlUmGAmBiyqLBOQkDOjwrjnMseMsU5JPq4AEGvmJMH8fJmVNhiu5Hg2+dbnqK99Ml0mMZCx7JhRIXpx7pnXjcsMae+qjysfPEeEB7LRRlNtz9Hc3I1b49ClHXDMmeK94lVeTICCIg9lkLD4rlqUkl4LA5TYzCpMDKW6/0Az1zaxK0/9yHcd2I5UdKFriFFtR1cbOPt/+BFeNOLkpFwCfFeDzd2HURcaG5F3jhtg2jmQFJhCY3FLOkSGVQYeSwHBc12oww2abku3AKNxUTTcxIaWU+rmpwwdF7c/ydVKywjYTSfCjOiwnoBFg2PsNN01XPakhpQdxCKZmw5Gh2hNaVU2MwZFlqBLLbTHkvTc7B/Xo8Kk+J9ARXGGFOrx7wVMwBZKka89hymIkUC0liyeok0XFzaSK/GdS3BzG8AxKqO8zgCLstoZYEerrW+n4pSW+o0MNd0U6uxIugr46ywaBOi7E3SYzELGdIkH3ssbKjHosT7no8L6324DkvRQQRdjCWjrh+HbiAXzKgwnQprEhUmFixZhkyv6UU0iN5+t+E5qqRMPhXm48unVrA5CPGxh88n9LrYY4mP9ZtecDRhoIFkB0miihueo6ij1W6QqeUltuE4GAQxteRpAR2AkcfiOjL5MKbCvvK6Pbj9+r2qDt2Lr92DpbY4v8mS9kM8FsMrobbRtB/9M5UgaXgsevJyEHI4DImePTrM8PQsj6XTcNVzmig+2jB1qPQ+OrJo5bRh9jSWMNuwnJARYfoNRIlfRVQYbWt5s3hV5zgMcw1XZt4LcdaVXHPPDxM6BaHdcFVJjkRUmMrCz9Z1KCosiwIogqLCekFqu0ttD4eX2qWCAAj6Kn2hlT2R66ByKQSTCgPEBE3cuxhzzJXnivdt3WMRyYp5E4Ueqk36RjKPJR6PaMecHW5sUmF75oo8Fr3nSKgMvOcwnFsThiUl3mtUGC0+7nnqsow2EmOKE1yzaT+CLlYrjcVh6r5Z6/mFgSlA0mOh0Fmic81GX1S+xteosG++7Si++baj6jvfcewafOMLjqDpOQkNIy+fhKBP1Fft6ST6vOjXJ0sTivcRswl+lC4OqUO0WYj/Xu35CdYDEEaSvA7yqle6vgo31sdkQg/UmSbMoGGJqbCzqzEXe/JyN6GvEIhn9nM8FrGtBoDuULpANPsK1Y1KNb0GGRoLIPhYWtXpIjbtZ67hZk6QjIkGYnn0XR6UeN9PU2E/+pqbMjO9iyAy1oXGMqykC5A2LD0/TFFI++abOI6keE/Im/zassjjajfAhfV0sqIOvahgXNlYE+8TZdCTHktCvG/GhmWx7WVeAxp7qxGvyruDUE1sDS0wIaukCyAMC0VAfeHpy6nqxmL8xUY9UTbfoMIAkVle5I3T9/WaevTblucgGCSDU0jwHihhPH1uHIepHDHXYeo+KqOxEK7a3cHFjUEm29D04nMrEiRzNBZD2DehU6eA8O5M8f6tdzxHvaZrQv2D8nQoQtuzGstUIAgjMCZKoehVQ08ZOSwEWhFndcIjLJagwoB4cqAblaJjssKNgaRmkKDCVFx89rqAsoGrGhYaV5bG8vIb9+F1z003ByuCTjkNS5AEyPDmU2FATCnpHgsh7/wzxlQhyosb/Vx9BRB11miFrCobaxOz58bl+oV4r0eF6eK9GMvplW6uIdMNgIoKk/1UzGMzKU8qA7PeD3BqWdBtq70AEUdaYxliWJJ5LBRB5ST2Pzdk0dT0YsqGuqQC0BJZ0zkkJPaX8ajJ+OWJ6GoccltzTRd75psJjcWkwsyimea+AlnduNBjYekilEV0sVnKR6fAs46t07Qay1SAaga1ZdgfIGL/z631E6HGBHKZswRAwmKrrGERnyuPhTHV6Ctru7rOkRUVVmRYEh5LSSqMxrXeDzLb/I6CvXK1X8awzDVdbGq1wkRiXvJ3FM1FRlcXzPMy7wGhEREVlhcRBoiJguaJlc1kZWNCp+mqDov6dUloLPJ4I45UAUr1/YR4LzWWQUyFZRkqAmOigdl6L8DJ5a5qT03bAzQqLIOGM7e1KBvWxUUoWWL/w+7tuaanAi98rbcI0ZNmZFeZ5EMd5MWV9Vj2LTTRaTjJqDAz8z7QqbAMjUX2Y8krQAlIKkwuRHq+yE8xE1B16IaEilCqMWVSYTbcWIEx9quMsYcYY/cxxt7HGNud870nGWNfYozdyxi7u46xmAhkTZ62vOkA4PSy0DFMbhQQgtogiApX/wsZBeeyQKtbepBcV3gWPT87cosmSs9hif1Sef48eomyxwdhmDvmLNC4srSNUUGr5VJRYU0Pm37ssXT9MBXCTZO0Lt4TiowhNfu6sN7PneiBZKj2cncA12Fq4UCYa7oqfHyYxgJkR4SJY4gjhVQzqyDUVufZ2yNQIcqTy1288qb9cWCDPA9X7+ngzS+5Bq+55UDu8RIOLLZwfq0fr+6dZCvkYYZloRWXsPE1TaXVEP1UdMqWSrr4mng/DLHuNDwqDBB5Sm0ZUeVnLLDS1F3SowLiPJaiferUKVFrlTwW7bnPjAqzVFgCHwbwPM75CwA8AuCtBd/9Gs75Cznnx2oaSwJUOkG/YCeXKTkygwrznGQv8CyPpaRhWVBUmNgGCZtZtcKAeIIwH2o9pyALlCDZr0iF6QLmMLG2LGhSXSwRTTbXSnosZoIkEGfMq94ausZSMPnt6jRwdrWHzUGYm3UPJKPCLm+KApRmwMJcM47yydNYdOoojwrT81io5El3ECqti45NL5mjY7HVwPm1Pi5tDHD1njm8SJY30XN8fulbXzC06gEQG5YgEpn/jsOSNGMZ/ZAMizZRtwxKDdDCjSt41HRvlvZY5pvoyByQoR5LTkkX0liKPCo9QTJu8lXgseiGpeEknvu8ki7TGBVWi2HhnP8155yWnv8XwNV17GcU+JFwe9uylAJQbFiIi/ULIqx2dRoy07j4dNLqVnkssnyIH/JCj8V8qGnSz6OXlDha2bCUn0jKgoTvMh6LoFPEbUOeXFZUGKBRYbphGUKFPSk7W+7PyboH0lSYSYPROOnc5/V1dxymPsszZEq89+JCi10/VJMy3SfzWskcHQttDw+fXQMg7t2vvG6P2l5VHFhs4dxaT9bUytCvSiyaKLjD16qAC48lef+5jlOdCnPjxVgR6JzuW2ii1XBFu28/22MZhByRLPeS2Zo45AnvKwsUVACk64RlQb82ggrLTrAldBqiQaAeGTcN2I6osB8A8N6czziAv2aMcQD/P+f8rroH4wcRmrKkN7m6Jy93wVi6wCIgb8CAZwqAhO99+fU4dl12UUMdtMqlG8hlDJsUhphhlMhQmQI2GZa83AISFJUuVDHcWIxnTIZlvprG0vPFQxR3j0yOg0q3ExXV0Fb1RVz4UtsbWidMbCcW75e7g8ww4UVtW+2CiWGuKUrnm3XCCHq4MYXq9v20eJ937hZbnsoyP7q7ozLrh+WcZOHgYhvn187J1hBpjadMYEo/iET2vjYZtz0ntbChIBG6xmWoMBXwMky8VxpLSxnD9Yy2Bi1PZN77GY289KoYgazdlgedOjUrGxeNj8aQ8FhyNBZAnKsyi7OdgpFHyhj7GwCHMz56G+f8/fI7bwMQAHh3zmZeyTk/yRg7CODDjLGHOOcfz9nfnQDuBIBrr7121GFLtze+oL0gwsnlLg4ttjNX9kSFFdFKh5baqYz0LNCNoYRIl6mEwKKosI5BB3VKeCwR54X0XRa8CivUsnjdcw+pEjHDQIa364epXiyEF16zG//1zS/EK2/aDyA+trbnFBp2PSGyMCpMK9GxvOlnXtd/dcdzFK9OpWiCKErtf6Hl4sJ6OSpsEIrXA20iUxFOOddZL5NzdHcbV+3u4L+++YV49bOHayomDiy2sDEIsdL1M2nGMlQYIFouJKiwhpvy8imTnhZVZagwV3n5xd9taVQYGQiiqJJ5LCzRsdNz0xM8dbksigrTK4mvqSZf5amwYRqL6iQ7K4aFc/7aos8ZY/8QwDcB+DrOeaYfxzk/Kf8/xxh7H4DbAWQaFunN3AUAx44dG9kvHITJftw9P8Sp5ewcFkCI9/6QqLCyiKPCYiFS9ezOzLyXGovhzQzXWEalwsoJ4VXwkuv34iXX7y31XfJCNvuBMuTmhMYYwxteGJckoWzlYZqQznsXaiwOU3W3uhnhzoDoXKij03Sh9RFToOuTL97HVFjXibUlWngoKizPsMj3HQaVvKqfmyogT/DkcjemwrT7pqglhBiLOE+rPR+cI+GxmJ4caYw9ee+XocJ0XbIIdK/vX2ipxQlF9yWy8mVpFWVYMrL7qaNnkSfMtJIu1P66iArTnytR0iVp7EzQ/W92u93pqCsq7PUA/iWAb+Gcb+Z8Z54xtkivAXw9gPvrGI8OakOq95M+vdLD0Qx9BYijR6qu/rOg8ljkDe6wuLFVdrhxtgGJPZYcKkwWUqxsWHTqY0weSxXQJL4xCLUmX8UTmprAhoxX91jyKhsDyRVoP6OxWxY6DTcncVaMPVdjychjAaCFGxMVln1s5LEcXmoXrqrLgCo/nNIMiz7ZFhVYBeJ7m3J/6BhedcuBVP4TTdzdClSYrksWge6D/Qst9TrbYxE6z/ogXRk7mcfCh1BhcWviWLwvigrT0waSHkuW50YUeXcwXZFhdUWFvR3AIgS9dS9j7B0AwBg7yhj7oPzOIQCfZIx9EcBnAfwF5/yvahqPArUhbSnuMsLplW6qai+BRL6qOSFZoPpRKpzUcdQEmiW4ks5h0kFKe8mjwhhGKumiC5jjigqrgrg9caAmnWETGq2qh3lYtIqcl+2E8+AwJAxLGSF8rpkWqIHYQ80zZHmGJdZYmNx+9nWmY8oKk68K0mfOrPQ0jUWjwoYY+NiwJL2D737ZdXjbNz438V0yErFhGe6xuCU9lpdcvxf/5g234mXP2hsbFulJmFFhAPD4+XUAIjQ7Hp/4jAIMCqkwXWPp+vAkNZqHZLixCMUmBnUYFTZNqIW045zflPP+KQB3yNePA7itjv0XgcpN0AU7u9pDz49SfUYI1Bu7qKRLWdx4cAFzTVdNNK7DsNwt0liICkveqDTR5GksVO+qarhxIidkBAF4q1DNvgZx4cCiitFAdY+lKIcFICpMvDb7pOfBLEWj3pfXZ898NjVCQRWthotkdd1kVFbedab387ztKqAOo3pdr2TuVLlQeircWWQAVATcIG5qNgyNkh5Lw3XwPS+/HkC82CBPQr+/yfA9dk4Ylmu1kGy9unEQ8eIagDoV1vOxlBGeriMZFSZ0wbbnJmrE6aD72mxBvdMxPWrQmCBq/8SG5XHZE/5ojsfS9Fgi876M256HV9y4H/f//N9TyWKuw1TeRrbGkh39dWRXG//hTc/HNzwvK3ZCJm2NoLHoD21eQcc6odoT9+MM8GE1xkhjGTbxET1RlHUPSCqMx31FSlFhTTdz1b3Y8rDY9nK9nsO7OtjVaQgdIiPclSbgvHNAk3lWmHxV7JlrqvySzHI5w8T7JhkWOYkXnLe490xY+nmKz8lwI0ToFFBh9Pr4+XUwBly9JzYscXVjEeXmFeRg6cEeok5Y8ZTaMjQWeq/rh5nMAh1DdzBdGsvMGRY/jBLlqp+UhiUr1BiI81j0pkRbgWOIhJS3URRubBodxhi+6/b8yDi62eNw43LeR5m6W3WCDOjmIFRc/cHF4mi7OjwW6mXTD6JSNGInI1cDEGHoXyWj17LwHceuxh3PPyyqAOvhrkRFeZTHUhwVNg6PxXFEh8kzqz0tj6V8MEfssUjDUhC9pVNhZYR7QI+kLL/goXuYetqYeSwAcPzcOo7u6iTL+if6sSRzXExQXT5AGLCiiDBzDPTMC73XHxpuPE2YPcMSccxrHssT0rAcGUKF9eXqtUrZ+GHwnLhbYVG4cdW8BIeqJlcNN054LJOlws6u9OCw4R5GWcNCesSw7VGCZBBxcF4uCvA7X3INzq+nS5s/9+gSnnt0Kfd3nuuoXi+J9ruksSiPJfsxpRyba0tk1pfBwSUyLMlwZ9FLaEiOlvSqaEGgtwE2ocT7QfYqPQt6K4Gy0DWWhpuk3JrKsGzgJtlcjBC3tOBDo8KofBIg2xIXCPcAZEUDJpOiiQpNR+GZx9CzVNjOBmUF00rgyYsbcB2W2Q8FEBebxPuyiYZloVNPmZn3OQmSw7eLRILkSHksE/VYApxdFVWIh0U7lRXvBSXl5C4gCK5TveXA6593ZOh3hkGfYF1DY8kzLMeu24N3fPdXqpyerYJ0FjPzvsz9N5/SWIqoMKmxVKHCtETYstCpMNOA0X1zYb2Pr/uKg6nfug6Dr0q6FHkscbDHei/A/oXhRr7lufDDIC4WqqpIZGgsKnrVUmE7GrQCoQv2zKVNHFps5d6wOhW2FeE+CwlNI4sKM6rUlt6ulnnvOqz0w1hHHksV6El2Z1Z7pZJOy+axeK6DP/6RV+DafcUP/qg5QFtFoh+IkWU+n1dhwWF4fY7ONgooMszMYylz/4lCmkw1RysyGKqScwUqTHlxFaho8gRWu36qfpduaLLuCc9hCEPR6KuoH4teNl/U/Ct3rtb7SHssGca43YyN8DRh5gwL1UKiG8APea6+AlCGbpRoXjQuDPNYWspjqXaZmNZBskp4tJfg1LffYxFRMuSx9BKCah4aGl0zDGZiYxYcSZcQ9TBK3a1RkOhgaFBR25VxHXssyUm8jPfKGMN8y4vDjQuoMNXULEewzgI9K8My73XQPRHxdMi9Pr6sIp2uDGQYVoRS7zia11fJhGlQ2p4L12GZTftUVNiUGZbtX5ZOGCIuPVkwsogeadTosXgJw5LPr1anwoSg2PfDSmNuTDiPhTEmSucPQpxd7eHQUrHQDmglXcbkYdEERtTDdnksZute8Z74v0ydtXHggPQQlcfiVKNiF1oeVkpQYbrGUnaxlpW0OQz6PWxex6YW0HJdhmGhBMoqJV3K5j1RfpoeFZbniemJ3NOEmTQsergxgNzkSCDZQbJOKiwrKox6rWdV2B223VDWCqsyZsdhoCFNIvMeEJPY5c0BLm/6OFyCCisr3pcFHT9VRNguw0Ltd8VrOYlW0DjGAfJYaHXvOExW7S63//mWqzyWIoNBn1WKCiuZx2Lux6y7Fn8Wbycr+EF4LLKkSyEVJjwizssv5Kj7Jx1LVmsBfZyuw6ZOY5k5wxKEHA0v2d+iiAqjG2WjQgRLWQyjwm4+tIjf/6GX4tU3VysqSJEqZcNldXhjnqirYr7lqUi9MhrL2A2LUXl3K7XhqqKhRPvJUGGmxkKvyxq2+ZaXmYxowtXOcVmPhX5TxWMB4vsi5bHIvxdbXmbrZs9hcUmXgjHS/cJ5NSoskSiZUaiTIBIonanTWGbOsAxkRzjGYuNSRIXRBd/oBzVQYfFEkrcSe8WN+zO51yI4DCpBsurESA/upDyWTsONDUuBwSc0x2xYXDYZKgxIZ5fvWxAVeg/mRCyOG0pj0fSHhltcokTHQstTVQuKPRaxfT/kpRc+ZHSreCxAvmGh8V2zdy4zlNpzmVbSpcBIyt8OwghBlN1XyYTZkjiv1px+DNNGhc2ceB+EcWZxy3PQDyIcyalsDMQPwUY/KKxaOgpiV3i8k7je877qxOhp7vkkMN9yVZJdGY2FJsFxGUIS76no37hDzIsgVsZxa+KvefZBfOyfvwYHS3hu4wCF3OtGoek5pc+tnshZ3HXRKfU9HWVbE5ugWnOmoaP7+7qcKEHPceDLki5FyZ606FP3Swmtr+k5iefrB195A77eKNSpoy0blk0TZs6w+Fq/i3bDxWovKNZY5A2w3g8K+3iMAremSZyS/EbRhRquuOmreknjgh4BV0ZjmZO1xBZKtD4uAzVRFDRgqwtx58hY4yjTVnhcaDdcvOqWA3jB1XH03Oufd1h1phwGnbIr8kR0OqtqSZfKHotctKU1FvF3XnKp6zAEsnNjYVSYXIhsVqBOW56TaKT3nCNLeM6R/ERa0e3Weiw7FpzzRJG9dsOFw2IKIAuNGqkwVzNwdWy3VyGck+C55cXaOkAZ3E3PSZS6z8O1++bwju9+MV7z7HSS2yigOaSrmlBt37nwRqR7xol3/cDtib//7RufX/q3enn/Il0iUWWgtMdCAQ3Vzg2FSptZ7UudBlyH4eZDi9n7c1ipDpf0UbegSrmJ51+9C4sVFkLthqt610wLZsqwBDIskG7mdsPBoSG9LGKNZfzifV20k25Yqgq/nuOg05jcxEYeCzWuKoNxZL4TTPF+OzWWUcqW7CTo91qRwRjJYxkhKgzI91j2zjfxVz/x1XjWgYXc/RH9VHQ9VN5TBY/lJ197y/CBa2g3XOux7GRQKXbdYxk28dJ3q4bulgFNYuPeLs3HPT/CnvnqHstWC21uBRSBVEZfqQOK2hhsf1RYU63KpzOmpjwVlow6KwOV21NRY6H2D1nXMc9bAYQORJP5sH4sgHa/1ECddhru1EWFzZhhSfa3/uFX3Th0Ek30cKgpQbI1biqMBOhRqDCHjb3CQBWQx1Im1LgOuIYYaz2W8tATOctMxuJ7ZcsNjRgVploAVPud5zBs9IOhv3W0Zw2op1JDu+Hg0ka6yOlOxowZFuqoKG6Gb3zBcApF52brKuky7t4neuvXUcT7iWosymOZjGGheYtWq9tqWHaAxrIVlKbCMhpuDUMc2DCaxlL1OroOU43yiiLR4qiw/IZ9W0VrCqmw6fS5R0RgeCxloIebjl0LYfV4LIr3HVQ3LK5TPm+hDlDXxTIRYXVAP3fAZPJYJklFbgW6eF9YhHIUKmyE6saAprFUXmDF4n2ZPJY6qdO256I/ZeHGtT01jLGfZ4ydlD3v72WM3ZHzvdczxh5mjB1njP1MXeMBYo+lCtWgeyxjjwpz6wo3Fv/3SrbW1fGCq3clwk23G6SxHJyQxqJ7e8D2aizx5Dmd672kx1Iu3Lg8FTYaTaiiwiqyDa4TZ7sXVxEQ/8cay/gXZZ2mYxMkDfwa5/w/5n3IGHMB/AaA1wE4AeBzjLEPcM4fqGMwo/StTySLTVlUWJXMZsJ/eNMLxjqWqiDDMmmPpUuZ99uZIDni5LlTQIaFsWLPYhQqbNQ8FhLTR0kUJp2tiApjI0SFVUXbmz7xftJLo9sBHOecP845HwB4D4A31LUzJd5XWBHWKd7TynTcmoae3LidVM448JXX7cHXfsXBws6LdULPpG664+0YOgx0rarqCDsFJN4P8w5GocKa3mieB9G6owSx9Eu0I98WKkyWdOFUL2cKULfH8uOMse8FcDeAf8Y5v2x8fhWAZ7S/TwB4aV2DicONyz+4WX2yxwWlsdSk3QDTZ1iu3jOH3/mHL5nY/l1tBbrdZW2uFI+lqBowMFpU2OufdxgR55WDOkY2LNq4yrQA2KxRkzu0q42IA6dXeji6u7gD6k7Bls4CY+xvGGP3Z/x7A4DfBHAjgBcCOA3gP21xX3cyxu5mjN19/vz5kbZh5rGUgVk3aZzwlMZSo8eyjZnjVwLo1I0SUbdVTLvGsiBDxbN6t+sYJUFy73wT3/2y6yqPKa8I5TCUrWdGa7g4Kmz8z9vNB0US56Pn1se+7bqwJY+Fc/7aMt9jjP0PAH+e8dFJANdof18t38va110A7gKAY8eOjeQTxpn3FQxLneK9ymMZf60wwrR5LJNGggrb5nM3akjtTgGV4xlGNVPfn4jXHwFHHktVtqGs8UsFe9SQIHmLTOR89OwaXn1LtRYak0KdUWF6ksjfB3B/xtc+B+BmxtgNjLEmgDcD+EBdY/IpLr3Czazf+OOudEu0S3vs1Y3j19awVMNkqTCpsUwpFebJAqbNEs8XeWd1J+NuRbzPem3CNYI96rhn9s43sW++iUfPTo/HUudV/RXG2JcYY/cB+BoAPwUAjLGjjLEPAgDnPADw4wA+BOBBAP+bc/7lugbkj+CxtDQqyXosVz5osT0JKqwxYq7GTsJCyxtKhQF6++V6z/FYNJYSjb6ICqsrivCmgwt49NxaLduuA7WJ95zz78l5/xSAO7S/Pwjgg3WNQ0cwgnifbHpUl8ZSj8ECtrefyJUAvUTHvoXmtu47TpCc3ms23/JKeVyuMiz1GtHRNRb9uR9e0mVzIDzcuqIIbzm0iD/9wklwzrc1UnFUTO8dPALiBMmdId7X1ejLeiyjQ68VVocQW4RRK/juJMy3vFKGsbFNVNioJV30OaI4Kkz8362ZOr350ALW+gHOrvZr28c4MVOzDuWxNL3yD65XY05IXeHG1rCMDjp3/SDa1uRIYPo1FkCUdSljLNxtosIOLbbhsOrVsr2KHkt3ENaSdU+4+aAU8KeEDpvJIpRVPBbGGJquI8rm11WEsqZGX8D2Zo5fCZikUVZRYVMabgwAL79xv6oKXITGNlFh1+6bw2f+1WtV2+WycEtqLHoeS90eCwA8cnYdX33zzo8MmynDQkUoy4iLOhouwyCsM49l3AYrfm09lmpwa/RQh2HULok7Cf/0deWaWLnbqCdVNSpA+agwXZNbGlN77CzsX2hh73wTx6fEY5mpWWdA4n1FqoEM0bhX/46qbjze7eri3jQLwZOAfmtsd7jxlRAVVhbkle3U+7Ns2ZkEFVazJnfTwQU8MiUhxzvzqtaEYITMe/3742/0JbY37htymku6TBqTrLOm6KEppsLKQpWv2aHeWdkKzDEVFtSSHKnj5oMLePTs2lTUDLvy72ANcQfJajdzsybDEkeF1RhubA1LJehGedsTJMlj2aGT7ThB9+hO1QD1a1Bk6OlRi3j998tXHF7ErrkGVrvDNaxJY6Y0Fj8azWMhgzJuw/LyG/fhh1/1LDznyHgr+dqosNHhJAzL9oYbx+L9lW9YVBvmHWpYynosSQ+33vvlu192Hb7n5dfXuo9xYbYMS1A98158v57V1a5OA2+94zlj3SZgo8K2An1xut1GeaHlwWHjjxLciYg1lp1pRL2SRSi308OdhsRIwkwZliCK4LDq4mhdGktd0A9vWsa8UzBJo/yGF16FGw8uYFensa37nQS8HU6FeSWpMEs7Z2OmzsQgjEZyvZVh2aEPgYlpbvQ1aUxSY+k0Xbzk+r3bus9JYadTYWQwXIclnicTuhOx3dTpTsbOvKo1IQh55VBjoD7xvi7YqLDRwey52xbsfCqsnN6V8FhqjgqbJszUmQjCqHJyJCAKUboOm5r8AquxjI5JJkjOEnZ6VFjZPJtJerg7GTN1JgYhH6lcRsN1duwDkAXdPZ+mce8EuBOMCpslNHY4FRZTdcWLScex90sWduZVrQlBGJVqQmSi4TpTtXrVS5IX8cMWaTAb+LAt2K6y+aPCVVRY8T3gWI8lEzN1JvwRxfum5+zY0hNZoFW39Vaqw1Jh24Pt6iA5KspqQAkP12osCjN1JvyIj7RCansuOs3pOVXkpdiJsTqsPrU92K4OkqOibMkZ3aGxVFiMmcpj8YNopBv5R15zI7517aoaRlQPyD23hqU6EuGjdgVaG1yHjZRTtl1Q1ZctFTYSajEsjLH3Ani2/HM3gGXO+QszvvckgDUAIYCAc36sjvEQgoiPZFhuOriAmw4u1DCieuBawzIyEtTGDl1NXwloOM6OFe6B8h6LTZDMRi2GhXP+nfSaMfafAKwUfP1rOOcX6hiHCaGx7MwV0jhBiyxL5VSH1Vi2B67LdvT9GXfzrOCxzEApnrKolQpjItvsOwB8bZ37KQs/jGaiJLnKEbCcb2UwG268LTi6q40ju9qTHkYuPLdc1Jr1WLJR95n4agBnOeeP5nzOAfw1Y+wextidNY8FfsjRqNDvflphqbDRYT2W7cFbXn0j3v/jXzXpYeRChRsP8apsXb5sjOyxMMb+BsDhjI/exjl/v3z9XQD+oGAzr+Scn2SMHQTwYcbYQ5zzj+fs704AdwLAtddeO9KYgzCC17ry4xVo1W01guqw5XC2B547JRrLkOACx3osmRh5luWcv7boc8aYB+BNAL6yYBsn5f/nGGPvA3A7gEzDwjm/C8BdAHDs2LGRWqgNwtHE+2mDa8ONR0ayqKA9f7OK0Uq6WOqUUOeT81oAD3HOT2R9yBibZ4wt0msAXw/g/hrHI2qFzYB4b6mw0WGpMAugfEkXq7Fko05e6M0waDDG2FEAv8U5vwPAIQDvk7SNB+D3Oed/VeN48FOvuwVL7Su/14WNChsdlgqzAMqXdNE93LbNe1KozbBwzv9hxnunANwhXz8O4La69p+FO55/ZDt3NzHYBMnRYakwCyBOjKxU0sVSYQr2ybkCYTWW0cEYU5E+1uObXbglqy9bKiwbV36I1AzCeixbg+sweGBT1WPcYrxQtcyGRIXZvKds2JnnCsROb6K008EYs6vPGYdbsqSL/l1bWy6GPRNXIGiRZSfH0eAyZr29GQdpLGVybWybijQsFXYFgjGGg4stHN3dmfRQphKuYw3LrCOubjzcY3EcoAnHNtXTYA3LFYqP/PPXoG0nx5HAmNWnZh1eyZIugNA0Z6FUVBVYw3KFYmEGStfUBdexGsuso2zZfEBQYVZfScKeDQsLA1ZjsagSAOM4O7sFwCRgl7UWFgYYsxPFrIMxhl960/Px0mftG/pd12G2F4sBa1gsLAy4js1JsADefHu5KuoOsxGYJuzZsLAwYKkwiypwbN5TCvZsWFgYYNawWFSACPawHq4O+/RYWBiweSwWVeDYqLAUrMZiYWHgzlc9C9fsnZv0MCymBI5jNRYT1rBYWBj47pddN+khWEwRPMexHq4Ba1gsLCwstoB//LU34fCu9qSHsaNgDYuFhYXFFvCmF1896SHsOGzJf2OMfTtj7MuMsYgxdsz47K2MseOMsYcZY38v5/c3MMY+I7/3XsZYcyvjsbCwsLCYPLZKDN4P4E0APq6/yRh7LkTP+1sBvB7Af2eMZcXj/TKAX+Oc3wTgMoAf3OJ4LCwsLCwmjC0ZFs75g5zzhzM+egOA93DO+5zzJwAcB3C7/gUmWq99LYA/km/9LoA3bmU8FhYWFhaTR12hDFcBeEb7+4R8T8c+AMuc86DgOxYWFhYWU4ah4j1j7G8AHM746G2c8/ePf0i547gTwJ0AcO215Wr4WFhYWFhsP4YaFs75a0fY7kkA12h/Xy3f03ERwG7GmCe9lqzv6OO4C8BdAHDs2DE+wpgsLCwsLLYBdVFhHwDwZsZYizF2A4CbAXxW/wLnnAP4KIBvk299H4Bt84AsLCwsLOrBVsON/z5j7ASAlwP4C8bYhwCAc/5lAP8bwAMA/grAj3HOQ/mbDzLGjspN/DSAf8oYOw6hufz2VsZjYWFhYTF5MOE4TBcYY+cBPFXT5vcDuFDTtnc6ZvHYZ/GYCbN47LN4zEB83Ndxzg/UvbOpNCx1gjF2N+f82PBvXnmYxWOfxWMmzOKxz+IxA9t/3LZymoWFhYXFWGENi4WFhYXFWGENSxp3TXoAE8QsHvssHjNhFo99Fo8Z2ObjthqLhYWFhcVYYT0WCwsLC4uxYuoNC2PsGsbYRxljD8gS/j8h39/LGPswY+xR+f8e+f7/xxi7jzH2JcbYpxljtxVtJ2efr5ftAI4zxn5Ge/+3GWNflNv/I8bYwqwcu/b5f2OMrc/CMTPG3skYe4Ixdq/898K6jnsHHjtjjP07xtgjjLEHGWP/ZAaO+RPatT7FGPvTOo55Bx731zHGPi+P+5OMsZuGHgDnfKr/ATgC4MXy9SKARwA8F8CvAPgZ+f7PAPhl+foVAPbI198A4DNF28nYnwvgMQDPAtAE8EX6HoAl7Xv/mfY/C8cuPz8G4PcArM/CMQN4J4Bvm9F7/fsBvAuAI/8+eKUfs/G9PwbwvTNyrR8B8Bz5+kcBvHPo+LfrodiufxBlYV4H4GEAR7ST+3DGd/cAOFm0nYz3Xw7gQ9rfbwXwVuM7DMBvAvjpWTl2eWN+VO6vNsOyw475ndhGw7LDjv2zAG6apWPW3luC6B+1NMoxTNtxy32+VHv/3w8b79RTYToYY9cDeBGAzwA4xDk/LT86A+BQxk9+EMBfDtmOicKWAIyx/yn39xUAfr3qMYyKHXDsPw7gA9p+a8cOOGYA+HeSgvg1xlir6jGMih1w7DcC+E7G2N2Msb9kjN08wmFUwg44ZsIbAfwt53y1/OhHxw447n8E4INMlO/6HgC/NGzMV4xhYULP+GMAP2lecC5MLTe+/zUQF+Cny26nDDjn3w/gKIAHAXxn1d+PgkkfOxO1374d22tId8L1fivEAuIlAPaa264LO+TYWwB6XGRz/w8Av1Px95WwQ46Z8F0A/mDE31bCDjnunwJwB+f8agD/E4LmL8QVYVgYYw2Ik/ZuzvmfyLfPMsaOyM+PADinff8FAH4LwBs45xeLtiPFLxLs3oISLQG4KLj5HgDfOt4jTWOHHPuLANwE4Dhj7EkAc0wUFq0FO+SYwTk/zQX6EA9coktqHdgpxw6xoqX9vw/AC8Z7pDF20DGDMbYf4jr/xfiPNImdcNyMsQMAbuOck5fzXgg9pxjbxRHW9Q9Cz3gXgP9ivP+rSIpcvyJfXwvRKvkVZbaTsT8PwOMAbkAsct0qf3+Ttq3/COA/zsKxZ3yvTvF+xxwzYq6bAfgvAH5pVq43BB3yA/L1awB87ko/Zvn5WwD8bp3XeScdt3z/AoBb5Pd+EMAfDx1/3SdoGy7AKyHcwfsA3Cv/3QFRhv9vATwK4G8A7JXf/y0I4Y2+e3fRdnL2eQdEpMRjEJ00AeH9fQrAlwDcD+DdqFnc2ynHnvGdOg3LjjlmAB/Rrvf/ArAwK9cbwG6IVfuXAPwdxKr2ij5m+dnHALy+zuu8044bwN+X1/mL8vifNWz8NvPewsLCwmKsuCI0FgsLCwuLnQNrWCwsLCwsxgprWCwsLCwsxgprWCwsLCwsxgprWCwsLCwsxgprWCwsLCwsxgprWCwsLCwsxgprWCwsLCwsxor/B/0ZMbqzlg2OAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** milcas ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** occupy ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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Dtphp6WLQd5jA0gGkpRtn1WW0AhpwmmERKitMBgg/JbDVUuph6H0jbVTe08AojrWNwOLrwS8ZlHNO61Xk0wvCW6HBvNereBLqGbIogXOu/KlWr11FpaHrgUWY94yxNd0R2mB9wASWDiCt8j5q3q+wQLIZKawWZR5RxpRdT1HRJLRm90UoRQJL61KYLh2mBeKc3frsmxhLLRZMe50VFpep4qjUw04J7Uphelo5mfe21dmFvubK9ba+W4ONDRNYOoB0KSzdb2kFKiusmXRjChD5Rowl22MJ042bH5RKK2Ys6VKYnm7MOVryDKYXVokUFjRmLCsJyiorTA9evp5u3LnA8tM33oGP3nqwY59nsDFgAssK4esGtJc+ULbf0qX5AknqUExL4KZ5PKnmvdzHQM6GY7GWGEtECmsjKywSiFOCcs4Rt2crUqLyWLx4VlhvfQd9f2nf30pkxJCxJM37TmaFBQHHU1OLmJxLpqkbGDSCCSwrhD4Tjg6Uek1Lu4yl+QLJpZqPgZyjmhmmZaU1CiwF14Zjt9YOplQNZ9ptSWF+Uq4Dwu7GdC6tyGHTMSmsX4zFW8ZjKa0gKGd5LKKOhXWsu/HMUg1+wFUBsIFBszCBZYWoZbAUkkIYWwFjidXHVOo+3v6Ju/DYieQaHuW6j4IrsoKA2Gy2QQU4saJizoZrWy0NwFTDAnRCCkthLDKwNFtfWvV8zC7VAeiBpT8eSzRoNmYsrR4b1bH4scwz4bF0LitM+VV9KC41WNswgWWFqGptXNLM+4Jjd6yO5fhsGXc8dRpff/hkctuaj2LOgiMDix7MVJfdFFZBHkvRFYGllbVjVpoVRtfLjTEl3WMBmmcsp0thx9/4ksfdHBw/csuT+NXP/TDymh5M0q4NZYQBYaBoFmlMllq6WB1s6UI1QSawGLQKE1hWCF3GqKXMwIs5u+2Fvqoxk5Ye8EeOzyW2Xar5GHCdVMbSyGfQpTDXZk216Ccs6LPuFTCWgZyTkRXWmsdCMpj+2b0ILA8em8U3HjkZOc7lssKiMmKrHktKSxdfywqTr3PO8ek7jmCuXG/p8wnT65CxBAHHZ+9+BvOV9q6JQXPoWmBhjJ3FGPs2Y+xRxtgjjLFfTdnm5YyxOcbY/fLfb3freLqFSDBJSZ8tuvaKzfu4X/BQSmAp130UcsInAZKDjv7++PtIQnEsq6W+ZosrTTeWg+9Azk5v6dKieU8z7JxtJaSwbtax1PwAlXqAo6cX1WvR4s8Om/deskBSmPc2LBZKYcdmyvidrz6Cb6Qw3GagGMs68lh+8MwMfuNLD+HWRyf7fSjrGt1cQdID8J845z+Q697fxxi7hXP+aGy7f+Wcv76Lx9FVLGfeF1yr7Ywk6mIbZyynFqo4NV/BtpGC2rZc91F0LdgWDcbJY0mtp6j5GMiJTLKc09qxrjQrTGd1ul/jtRlYaIa9Y7SQWJLYCziCgMOSjK6ToH08fnIB52wdAhCdZKRdd7p2RdduOyss0dJFSmGUok3XV2eWrWA9SmH3HDkDoPctfjYausZYOOcnOOc/kD8vAHgMwK5u7a9fqKWwFCA0oIs5e+V1LClyzsPPRVlLueaj6NqpHkujxa5EQBKBxbFYS8e6UPUwJOtm2vJY5L4GY1IY1WFQVlizdRk0EE6MFtRnxxs1dgN07npSRVqBqg7KChsfcFfQ0kXsNwi4JoWJ7z/gYUBeNIFF4Z6nRWBZT+e0GtETj4Uxtg/AlQDuTvnztYyxBxhjX2eMXdLgM25gjB1gjB2Ymprq1qG2jEhHYy85mLQrhXHOEwWS+r4eOhbNDCvXRboxDSzx4jlxTGmBJVCBxbWtlutYxgdFxf5KKu/jUhj9nG+ZsdQwXHAwXHBSfaVuBZaaCiwL6jXaf8FNz7RbrHoYyNko5NpnLPH7Iq8FFr2+Sk8UaAXxLgZrHX7Acd+RGQD96Xa9kdD1wMIYGwLwDwB+jXMez5P9AYC9nPPLAfwZgC9nfQ7n/CbO+X7O+f6tW7d27XhbRZZ5TzPlQpuBpe5zld1DAzANUBZLZywFjbGkGclZlfcFFVhYa5X3FQ8jBReuzVbUK2wgZ0fXY1mBx7J1OI+cEw7mtWUkqU4gjbHQuQ3mnNQ6kFJVTARyLaZ4A1q6cUpgYVLpCzhX37thLAKPn5xXsqCRwrqLrgYWxpgLEVT+jnP+j/G/c87nOecl+fPNAFzG2JZuHlOnoa8amVZ5X3DttmZHFY0BhI0UxWdesGMED8cM/HJdpBvbDaQwXR5R+6n7KObaYyylqofBvIO8Y6/IYxnIO6lr3qdJYZxz/PODz6Ue59RCFVuH8pHzaNRl+NRCRbHClYA+9/hsWWUbkaRYzNmZlfdDeRv5djwWLz1bMCdbugDEWAK5r/bOkQLLWhyEj8+W8dIP34Yj02FCBclggGEs3UY3s8IYgL8C8Bjn/E8zttkhtwNj7Gp5PKe7dUztYnK+gsdPJosSgfChdiyWYd7bbbXY0Ae8sMhPvPaCPWM4MVeJpNeWZeW9YyVn+VmFiEDMY7FZSzU3izUPw3kHecdqSwqj6zUgrxH1BKOgmCaFPfLcPN732R/iW4+dSnzedKmKLcMUWJLZYPFzf+PHb8f/+fahlo87jqrnY2JUJFI8cXIhcm6DOSdVSlpUQdlqqY7FD7g6NwocKrDYusfCV+Sx1P0AM1RsugabUD50bA7HZsp4aqqkXrv3yBnsGiuKZ3UNBsu1hG4ylpcAeAeAV2rpxK9jjL2HMfYeuc2bATzMGHsAwMcAvJX3cZWiUtVLzW//g5sfww1/c1/qe2g2N5iPGtDKvHettgokdQYQN+9fsGccABRr4ZwnKu+9jLVO4oNcVAqzWtLTSxVtcJTHdniqhK89eKKp94d1LHbkOKminKQwnbEsyOwxPbWXoDMWtfhaRj0J5xwn5it4+vRSU8eqv+/v7j6Kr9x/XL1W9QJcvnsMQCiH0Xc+mE9nrKVq8to1A33CodbZ0RiLJRlLEKAlj2WhUo8kblCx6XA+PTCudjw3WwYQ+lGcc9zz9Ayu2jfeMjM3aB3dzAr7Pueccc4v45xfIf/dzDm/kXN+o9zm45zzSzjnl3POX8Q5v6Nbx5OG//bVR/Dhf3lc/f6Bf3gQ7/vsDxPbPX5iASfmyqlddmlQGMo7qe1dhHnfhhQmB5DBXDgwUUuWCyeGAQDPzkQfnqIb1rFkMZb4TG2x5qmBvdXK+1LVF4Oja6vP/cxdR/FfvvhAU++n9wzko8siUyxQvcK0Q6Lr8syZaECo1H0sVD1sHc4j72RIYbFqeM7DbsjNwPMD/NZXHsaHvvQwPnXHkchn7d0ygNGiqwx8uo4DOSfdvK+JjLq805rHogcWX16oaiSwyL9pjKW0jBTGOccr/+S7+PSdR9VrJIPtGi+uydk9BRZi0sdmypguVbF/36aIB9dJPDm5gGfPJCcq7//ig/gPf58cV9YzNnTl/X1HZ3DX4VB5e3amnLgxPD/A4ekS6j5PrWCu6YElpVtvwbURcLTcGJCCxVDBSWjpo3IZ4Ypsx6J3KE7zWLwMOYhzjlPzVWwbzgNAy5X3pWodw4WoFLZQ8VCu+021uq9rUpg4TslYYr3C9CBJAysFVcLpRTHD3jyYk0kIjT0WkoemNDnxp2+8Ax/7VnaL+N/950fxt3c9g8Fc6ClxzmU7FRsX7hhWjKWmJSakZ4X5oT/VgtRU0ScvMSks79jpWWHLSGGzS3VMLVQj9/5USXQ03jVWRMDbb6TaL5yQHZkp6NKzu01KpY1WSn3sxDyW2sik+/XP348//Prjidcfn1zAk5MLKe9Yv9jQgaXq+ZhbCoPFfLmeCB5Hzywp9jGVMrtVgaXgpOr5JDO1UtEOhAbtcMFNSGEUWCig0P96HYsfkb809qIFjnkZBHZIf8Cxm6+892S1+WAuKucs1Txw3lybesXqctFrFC+Q1KUwOtf4BGBJDp6DeSdm3qdLYbRyJn2nQcBx/7OzOKxp8nHc8/QZvOx5W/HyC7clGoTmHQs7x4o4vVhV14eOJ6u78VDeXpEUFs8Kc22mCkA55ypALy0TWCi46oOpzlj0fawUH7/tIH7mxjs78lmNcFxJYX7k/4JrN2SJ5ZqPN/z57RFG2izOLNZwZrGWeH2hXFcS7kbBhg4sNS+IBJLZpRrmyvXIbPvQqXCgSQ0s/jJSmBw0WzXww5Udw4wpvbdWzrbCwCIHhEIGY4nKQeHAdGpezOqogj/XgvZMmUZDBQc5x1IzeJJdmpmFKyksF5XCiN25qYxFZmDNlCMskALFgOzSXPdFpX3WYmK0Pa2QeGaphrrPGw7yM0s1bB/Jo6BlwYVswULBtRJV8dmMxRNBOaPOJQtpHgudY87WssJ4aPKXlgksp+ar8pjCz1aBZUwElnay/tJw4OhMaksiwpHpRXzmrqOZf28WoRQmjpu+F9UTL+M+f26ujJoXRJ77ZlGqeKnXer6S7t2uZ5jAIgMJ5xzzFQ9+wCM3RySwlJKBhR64oVjKrBcEsC2mBsdW27rQgzBccCPZPxYDbIuh4FqqM3G5FkpKaVlhkbVBNMZyUgaW7VIKE5X3zR1nSQYzMesO5ZylFuoE6n4Ax2KKmXgq2ymWFcb1wBIyhcmFcAEqChTFnK0+rx4EqHkBCq4l3xMOnLqhfbpUw8mYdBIH5xwzS3WMD+SQd0PpT/c38o6d6O8WT+oAROBcqgkpLGdHGctyQaaiDfDESum6OXKhL0B8/yorrNZYmiTZazHGWEYKDobkyqKdYizHZ8oo1/3MNO8vHHgWv/Xlh1e0HHLNC9SzmmQsVkOP5cSsuBbPNEjq+NlP3oNPfO9w5LUg4CjVsgJLHaWq17F1ctYCNnZg8QN48iEvVT31IM5q8tjByQWMyIcrnbH4sC2WmHl6PodjsbDFSosPpmIsMmBR7ycaNIu5cBBTUlguPSssIoVpxzE5H/bWAgDXaYWxUGBxI3IOPVjN1IfU/QCubcGVCQfKvA84mAygQNSfKmufqz/85brYL7E58XnCZxiUjCgihWmz8+lSVWnymRJJ3UfNCzA+mEPBsdUAH2UsIZPRGUvco1hUQdmRdSziWL7+0Alc8bvfxHefzO4sUY0wFin3BZoUlpIV5geNmVjIWLTAUpLFpvJadsLs5pwriWo+o+MyZaPRpKkdTM5XQHGUzpv+L7h2w6yw5+bE8cWTQwicc9z51DS+9MPjkdeX6j44R0Lyqsj7hvP2OyCsRWzowEKDwFzMW9F/PniqhCv2jCPnWJkeS96xhG4bk11c20rN0moGNDBTLy5PDg7EgIqurWbppI1nV96nZ0ZNEmORUphrNV95Tw/QYN6WM3jyWKIz+UYQ1yjJ6vxABOW0JQD0gVU38KNSmAxUXoC6H2AwT7Pu8HPis3Nib1kzZdLOxwdcFDTGoqf6FlxxD1BxItOWitavO0lOerox5xxPn17EUs3HL/3NAXz7iWSdDhAvnOXqPAEhHcpLKetYkskKaaD7Oi6FURcDcV1WHlhml+rqe5pZyggs0qNaXEFgoeAFhM84PU95RzKWjMBCjOXUQjU1uM2V66j7HI+emMeM5qdQE9VSNXpeeqDZSD7Lxg4s8uaaXYoGFppNiTW/Szh/2xC2DuUzA0vOsRKzIC8I4NgMrkWyTIuBxSMpLPQfan6g5KGCa6vZe2WZrLCIz+BFA8to0Y3UsbTOWKKZTfR6M5o8NU6kYKgzFtsKZ99+jLHkbNG6RDfwl/QFyxxLfX7NC1Q6tT7r1geNqYUqTs5FNfk4iMWODeSQd2zUfR5hAjnbVtex6vmoSTam2JMmQZaqYVDO2RY4F9/XQsWDYzE8b/sQ3vOZ+yKJJQRiSoO5sPCWvmtHYyy+1tIFaFx9f4oCixZsp0s1bB0uqPutE4xFH/Bnl5ImN+0XCH3DdvCcth8KxPQ/MZZMKWwufO+zM0nWohcl3/10mFG6ID2USj2IPEMLmreynNe1nrBhAwuliQJJxjIrfz4+W0alHojAMpxP9VhqfoCcHEDi5r1jaU0BW/VYaqE5Tp9X9wI1UA2kSWGZdSzpBZKT8xVsH8mr3x27+WJOekiGCtFaDBqcsmb+dxyaxpv/4g7U/QB1j6Qw6bFoA6XNNMYS8VgCDOZtTIwUIoGlrDEWXb6p+4FifZF048ggWsXJucZ9sWaWiLHklGdDMgcgpTCHXg/g+RyuxVSQ01cajQRlN2QEpYqH4YKD973ifFS9IHVgU/VNeb3Rps5YQvlQvwcayTBpjGW6VMXmwZxiLJ3wWI5pDHM2SwpbpAy19hkLyZpbhnIaY5FSmGMn1AUdz81V1P2T5rNMLYQB8Y6ntMCiBQ2dHUYZy8Yx8DdsYNEH27lyPaL5UpA5eErknp+3bQhbMhhLtS4ZS8yf8PwArs3UQF8PApxZrOHPv32oKRMvzApz5fEKxuJqHktZSWFpHktWSxfdvK8qGQwAcrZoS9NMDYqadWvpxpSCLI4/3Kd+vt9+4hQOHJ3B6VJN81hICosyFpJ14nUsRdfG7k0DkYE3lMKc0Lz3A9R9nijABEKPxbWZlMIaMxaSboQUZqttKYDmpMdCx+j5ARzbQj4leWNRS43OO/Kz6sLnGyo42DqcAxCdHYfnH6a303Whz3YtK8pYguQ+00ATJtomkAksIwUHOTvJ9tpFU4xFDtzxwPKdJ07h6t+/NXM1zLlyHb/3z49ioVLH8dkyNg3mMFIMlyRQUpibVBd0nJgt4/KzRgGIUoM46FrtGiviTi2wlDIkLz0bbN5IYesf+ow6Xr9CsgdlhJ0nGUvag171dSks2u/KsZnK0vJ8jlsfncQff+MJHJ5OT2Ws+wH+9q6jYoD2fFgMqo+X53O5SmDosYTpxiHNV1lhGUWR+gBxar4SCSxOC0sB0yA0XJAGdD3AkuZ/0PX9woFn8ZIP36Z8niNyFjhfqSuPxUkx7x1ba08Sq2MpuDbOGh+IGKzlmic9DSvi2Xh+gMEUKYwGrt3jA5jSzPusvl00EAopLIOxaIGlJj0212GJfZciMmLIWBYqdQznXWwZEiySZCEduvemGB4xFidq3uvfYyMZhtLOy3VfZEXKWqSRohsylk4Elpmykj1nU2S+pZqXuKcJdzx1GqcWqqnLcgPA7Yem8VfffxpfOHAMz82WsXOsILP0ouZ93kmqCzpOzFVwyc5RDOWd1Cp66tTw+ssncPBUCadkZqJ+fUuZjMUElnUP/caaLddSzfuDkyVsGcpjbCCHrcN5nF6sJbK7qOo6H5MM6n4A17K0pYID9dDMldNvsLsPn8Fvfvlh3P7UaVTqgcq5p8/Ts8IKbshYlvdYkuwlCDhOLVQjUlgrqdGlSjjrFimzfupyu09PL+LEXEXN/qjH10KlrnwIOkc93djSpTDtktN12bNpAJPzVXXui3KhM8bCZICaF6Dmc8281wOLh7xjYftIXnoslcQ2OmYWyWNxIwFETzcOJbJAMda0GT/JUoN5JzJwL1QEYwkDSwpj8ajVT9iRgb5TXXoNeLSGJ0taqtR9zFe8SNEtDYDDBe34/PalKcLx2SXs2zII12apUthpLZDGj/egrFx/VFuaQAcFx8/f+4wILKPFSJJFte7LZQWYVBeS9zilBU+MFrBn00BqZth0qQrbYnjtpRMAgLsOnwEQZSx6YNGVECOFbQDoAwh5LLbFsGUoj7myuMGPz5axd/MAAGDrcB6cI1FZG5r3FADChz0+aFJgyUq1PCNnxSfnyqjImbku68Szwujzlmo+HFkz42b0CosHvunFKvyAY4fGWFxNtiM8dmIeDx1LzhJLNU8xtbxjIeDRbDoacCn4HZwsIQg4jhJjKXsqUMalsKBBVpi4LhbO2iQK90heWYotsUznWs9gLIs10QRyy1AeT0+LbCyLRZMOphaq6pxmlmoYllX9OssIZ8KiBT4gBn9irPr3p66dygqzQynMC1Cqim7Rg3kHRddO7WOmzPu8rRVIUkFpVD5shrGQvLtvy6C4LlVP3Z/DBbfldOOlmpc5gB6fLWPXWBFjA7lUKUwPpPGWKodkRwR9MTUdlIDw5GQJB0+VsHOsKDtHh1lhNCHIYiyUETYxVsSeTQOpjU6nS1VsGcrh+btGMZx3cI808HXJK0sWM4xlA0C/sSiwjBQcjA24ajA5OVdRNR5b5SzyVOxhr3o+8lr2j1pj3RcDC61B7wWBGmQb6cRiv1UxM3esUEoLuApigGAneksXksyyPJbBmIFNtQvbIoGFMpjCa/MHNz+G9/ztfQnfpVQRgyAAZUCf0Wac8cK0Q6cWcHK+ogZiIYWJQEnnWNcYi60FloDHA4uNszaJgE+zynLN09aVibI8CrgRxlIV10xInOK4J0aLEY/l3Z85gN/5ysMAhBQ2JlfLjDIWzWNxdCksOrHQP3cx5k+JvwumQFmAW4Zz6dKrnHk7lqXSiT1VxyJm5EDzHgt5BmfLCdRi1VMD4EjBbTnd+D//vwfw5r+4M1VOPT5Txq7xIsaKbqoUlsVYlmqeMv4fy2IsC1VsGsxhMGeDcygpLPRYwkLZnMNSmSnVsOwcLWDP5gE8G+vuAAh5cstQHrbFsGu8qJI+IvJXNeqxUE2WYSwbANVIYPEwV/YwNpBTNz3nHM/NlTEhB96tsjo9nhmmGEtsZlqXPoGrLRVMg2xWe4c5YizzFVQ8uSKkHWr0dT/0WAq5qBRGg2p65T3XWtOL4yPpJ+qxJIPSQsXD8dkyHnku+kDTeiIA1Kz7jDYLVYxFnvPBU6XIokvzFQ91j+pYokWdvuxaYKekG1c8ERBILqJagqWarwohcxoDqsuEh5xtRQKmqHwPPwcA9m4eiCQvTJWqeGKyJM9NVN0DiGRyxVu6AIL1eFIKTWMs1J1gIGerz6pJxkJZgFuG8pkeC90Xccbi2OE14zzKWLKkMJpghIzFVwMgNRil42sGT06W8MTkQmRZAbF/DzNLdclYMgLLos5YwuM9PLUIzsX3c+hUKdV4P7VQxVnjRfzE5TsBADvHSAqTjMWLMpa0z4gzlpoX7e4ACIZH98zmoZzKFoxIYTGWMpQXy2UbxrIBEPFYZI+wkaKL0aKrGEylHijGQh2A45lhVFviJhhLANdiyhD3glAKS6tPAELGMjlfETNTN0yd9QKu6j4AIYVVPVGMt1QLAwu1TdeDQ80PEoGFHpgdKYwlrd7jG4+cjByrLj3R4KMXjFVjJuzByZIy7gEhB4az+lhWGBftZawUxkLrx9DMnmSbcmwlTDoPKlSNF8WJ5QIcNWEAgL2bxeCq95c6dmYJnHPBWCiwOEmPJW7eE2NNk5KqsqiWsfDvYbqxYEVZWYg089bb76h0Yz29PQjvAddm2VKYnCjtk+e+WAv7WkU9luUDC+dc1ZB89NaDkcH7uGQcu8eFFDaTKoWFr+l1LJSd+ROX7UTNDyKLdxFOzVewdbiAd754HyZGC3j+rtFIi51qPZSDs+pYTsyVYTHR4mgPMeJYyrGQwsQ9s2kwr6TxUtVTkutizGMZKbgYypvAsiFAA4LFwqyw0aKLUTmboiyhiVGh5WcZqsRY4h5GKIWFLKBZKWxyvhIOILqs4/FIVhggBrFyLZTCGBNtZPzIQl+BavRID9TkXAUWE7n+BDeFsSzJVinffGQycqyRwEJS2GKKxyIf7KemSjg8VUJOsoeFiqcYmBPzpxoyFmneU2ChhzXNY6FZb05W98ezwgbztpI4ASjfJgwsYo2X2aU6ZpZqGB8gKSw06fWW9QXNY1EFkikzfgos4tqJ91CgpZobwVjSzXuxoJsVFkj6sqA0VlTqByKBYDDvZEthC1UwBiUtRqSwYtJj+bXP/RDX/s9v4R1/dTe+GZtszJc9LNV8vOS8zXjmzBK+eN8x9bdjMuDsGhNSWNozcLpUw1DewUDOjjCWg5MlOBbD9ZfuAJAuh00tVLFtJI+LJkZw5wdfhb2bBzMZS1broudmK9g2XIBjW8pb1Q18zjlOl2pqMrJpwMVp+R0tVD1sHymAsbgUJuTN4YJrpLCNAHpQNg/lVR3LqGQs8+W6koqIsRRzNobzTpKxeOkGdD2Im/dhVliWFEbygAgsPgqOHfnceB0LIAZufbYOCD3Xy5DCqK3J5LyYeRGjApA4B0AwhJxj4YnJhYiUtSRn/IAmhWlSRlWbKQJiMP3+oWns3TSAkaKjPBb92qmsMD/qsaSZ93lHJDbQQ7xU81F0nch5kAGcxlhoexokNg/mFFuge4OO/dmZJcwuhlKYXmGfnRUmZL40KazqBcg5UbY3LWe+FDC3DuVwZimZhRjeFyzsFeYHKo2XGGsgPRbbYhjMOZmV91MLFWwezGO0KPa7WMvICpPnee+RGViM4bET8/jfsbVrKJHi316zFy/YM4Y/+eaTyqQnJrNrvLEUtnkoJwKLlvZ98FQJ+7YM4oIdw8jZVsLAr/sBTi/WlKpA0BkLXTeApDDR/bpS9/GyP/42Pnv3MzgxV8bEmHjed44VYcW6O8yXPdT8QE3GNg3mhaTri4y+4aKLoZwTkcLmK0IJGS44TdexfPTWJ/GqP/nOmlsDR0fXAwtj7HrG2BOMsUOMsQ+k/D3PGPu8/PvdjLF93T4mIGQW24ZFYJldqmG06GCsmMNC1cMxWXxHa5kDwJbhpDxR9cLKeyBm3muDY13zWJZjLNOlGkpVT9ZkhO+P17EAYuDXGQsgZCQ/lmJM7UV0KUz3V8T70gPLKy/YBiAqh+nyGw2OZ5bSGQvN9B8/uYC9mwcxUnAlY+GpUljAwxk4/U6gAkkAGCk4ahZY1lbCpGtUUkWQydqFpZonGIscjHaMFiJGui+lR0CkTC9UvdBjoe00xhI3770ggGNpEmkksPjqM2jgpsSH0LyXWYgxyYiYrB2RwkImqyc8eLL7w2DebshYtg7nlV9GWWHUrTkeWMp1H6+8cBvefs1ePHZiPiKxUfDYOVbE773xUswu1fDf/+lRAGENy7bhAsYGcqkdjqnaXy/+BUQ92fnbhuDaFs7fPpRgLMTstg1H72e9OWqlHihmrXe/nlmq4ejpJfz2Vx7GQ8fnsFMqFK5tYdtwAc/NhR4LyYaKschkjpmlGkqVOobzohu03i9soSIKTUea9FimFqq48btP4ampxUhl/1pDVwMLY8wG8OcAXgvgYgBvY4xdHNvsXQBmOOfnAfgIgA9385gINKPeKgML5fLTzO2JyQVYDJFZUFq/sEzzXlZe62uKlJsMLICg4NTXCBCMJ+Kx5DQprB4NLHHGoor1bKYM7JNz0XYugMiWEccu3ss5x1Ldx/nbh3DxxAhuezxsjFiu+0pTVoOjZCzDeScSWC7dNared/aWATF7K9dRk+nT8QJJj9KNWegX0PFQgSQg0mHnU6QwKkokk5yYQ3QFSR8DOQebBkWw2DFSiKQR64MepVuPx7PCPB8131cTiNBjEfUzlDQApEhhcpBTjEUOWkN5sQ+S6KYX4oFFeG+OpZv3gbqG8bb5tiWlMM2z4JzjN770EG57fBKnFsQKosQ+F6se5iseRiR7cywGxsLAuFj1MJC3sX/vOAIO/PCZGfW5J7Ssqkt2juKXX3EevvTD43jfZ3+Av/z+03je9mHYFsOYnGjEn4PTpRo2D+Ux4DqKbVY9H0dPL+L8bUMAgIsmRhKBRWU4xhhLQfqQdN10856+EwpgARe92vSJ5MRYIdI7jJ593WMBRI2TWLjNwVDeiRVICo9luOAmGlR+5s4j+I0vPRR57abvPYWaJ1Lk4x2U1xK6zViuBnCIc36Yc14D8DkAb4ht8wYAn5Y/fxHAqxjlTHYR9KBsHcoj4OJBHC26yqB9/MSC0lsJaf3CqEAynlbqBbKqXGtjTzfxfEaB5Fy5rmZDS5KF6CxCMBbxeRRIlmpJKcyxrVhWWICcIwrD6LxnlmrYPBh9EMMuAaF8xbkIYmdvGYxo/otVH8WEFFbHQM5GIRemeZZrPrYNF1SSwN7NgxgpupoUpjXq1LobWxaDRTUZPJyZBzz0OPRZYFljUDRwUIdcksKiTEyYra4tamLO3TYUyYDSA8uDstp7LIWxUEsf/XVq6eJqa83ojEVnnnTtKCNKZyxAGHCowrviBTIrTPNYgkDdp7bWrUCwJpYY7M4s1vDZu5/BL376AB4/uSAYizKefTkYiuOgBIOabNlT9QIMuA6u3DMGiwEHjoSB5fhsBa7N1MD7vlechwt3DONrD53A6y+bwCfeuV9cx6K4jrNLdVTqvjo3SuUtah7L09OLCDhw3vZhAMDFEyOYLtXwt3cdVanAk2rBurgUJq4RPTuhea+rCNI7evXzMFp08fzd4SRoYrSgvFb9u6Dzo4nG6cUqSrK4dSjGTObLdemxRF+veQE+eutBfPbuZ3Df0TPqO/7MXUfxxit24Sev2IV/efjksstKr1Z0O7DsAvCs9vsx+VrqNpxzD8AcgM3xD2KM3cAYO8AYOzA1lb1eRbOgGaR+M5LHAgBPnFxQ/gph63BezY4I1NIl70QHR88XUoheo1HW2vQDopr4VX/yHXXDzpXruEA+QIAwdnUWodexKCmsnpTC4oylLo9Fl8KW5JrrOuKyjd4xWMgp4WCrS095jbEMyNqMilaYVswJCQMAzt4yqB6yZBEppRtHGQsNIHqHWgDKECVmFTIWSx0jnZdY5zwswNS3/8f3vgS//urnRYoV9XVfHpaBJTTvo/UqdP6WDCQVr4msMDea+EAZUbp5L16v4luPTeLa/3kbnjm9hGrdl/VNuscSSmGWxvKIsQzk7Mj6M1T1vmkwj5oXYOuw8NryjoWlmqcMZ0JOSkrkewzmbQwXXFy4YwT3HY0ylonRomJNOcfCZ3/pRfjOf345/vRnrlCrUdJ1nFmq4WPfOojr/vR7WKx6OLMoig918/6gTPcmxvJvXrAb156zGb/55Yfxjk/ejarnq9qyhBSmpYVHGIsTFszS93zZ7lHc95uvxhuuCIenidEiTsxWVPr5dEwK26wxloUUxqJ6rkmPZaHiqc+67fFTOL1Yg20xfPy2Q+Cc4w9vfhw1L8C/f9X5eNOVu1Cu+/jmoycRBBwHjpzBf/vqI/jxj/1ry0tw9ANrxrznnN/EOd/POd+/devWFX+eCizazThadDEiA8tCNUqLAVHzUap6iqZTh+SIee+FD3t0PZZwFkwpsvcdncFTU4t47MQ8al6ApZqP52mBRaSVRmsyVEuXBuZ9Miss9DJqnuhntig9Bh3x1ir00A3k7EhmEQ3kg7GssJnFOobytpQgosWb58mBYd8W4bHMl+vquJQPpXc3tlii2JM6PoeBRTystAbKQKyORXksqo4lDFCcQzWn3Dqcj6w8Wa37KjA6FlODHHksdMwVz48wFgAoyGpvFTRTzPua7rHIY6XsIsVYhsJGlN99cgp+INYAoQEy6rHoUpjYhx9w5fMNxhgLGed/+FPPxwdfeyF++oW7AUANigvScCbkHRs1P1DBia7z/n3j+MEzM2pC8NxsOfHMbBrMqTRuwqgMLLNLddx1+DTmynV8+f7jCLhIotADC/k2lP47OuDis790Dd5//YW4/dBp3H34DE7JzDY9wxGITgAE04szlkBJ4kXJAnVMjBZQrvtKYaB2LmPy2kQYi2zaOVwIzfvFmoeAQ2WF6XL4Fw48i23Defzqq87Ht5+Ywn/54oP4xx8ex/teeT7O3jKI/XvHsXu8iD+95Um85MO34c033onP3vMMdo8XM6X01YRuB5bjAM7Sft8tX0vdhjHmABgF0HXXiiQrvY5htJhT+i+ABGMhT4JYC82AafEg/bW6H+tu7IfpxgtytUpawfHkXEXdLHs3D0T6gekFkkJeCyvvATHY6jIQkM5Ycg5TmVGVeoCAhwMEIW6i04y/mBMzscWamHGFEllUCqvJtGZqpUGeSNG18ZOX78Rb9p+FiZECRoquCghULa6vQ67WY4mtIEmDfTESWOrqutLr8aywnPRYaP0dtdBWLhpY9ZRxmgRQ4SCAyL1B5ygYS/g5BVdkIlFWYKM6Fn2fp1VWmNgHNaicLtVwr5SbjpxejNaxBGKSQAEECM17KpC0baa+OwJlam0ZzuPdLzsX52wVQX8gLwb0hRhjoWURwh5n4nxfuHccSzUfj58UWVrPzVYUK2kEkhSnS1U8LAtvP3OnWOd+85Dwe+jem1mqI2db6n4HhDz3jmv3Cinu6IzMbMslAkPcM1NZYdrrNNAX3Oi9AISlBlSRP71Qw+bBnLovaaJxbKYMzkXHaZ2x6B0M9PT4yfkKvvPEKbz5hbvxcy/Zh+GCgy/edww/eflO/Pqrzwcg2O/br9mDybkqLtk5io++5Qr84Leuw/99x37lC65mOMtvsiLcC+B8xtjZEAHkrQDeHtvmqwDeCeBOAG8GcBtvpm/7ClFLDSyhFAYgMfsidjM5X8G+LYORquv4oBzvbkyzFcYglzCtq1ULJ+crqj/Z2ICL7SN5PHumjIITFkiqmoyYFLZYEymviaywLClMVngDYr16HfF6EtWK3rUxkHMQcDG404Adl8LEZzrwgkD10eJcsKsr94zjyj3jAIS5Tw80eUaubUWkMNuyQvOeRxlUVArzIqtHAlBshzwWys5SmU216MybELawDwPL+duGVJdrGkjoGCqeaOkSYSwysNBgT7NjffXKaj3A5kHxHsZE0CMWQVIYY8KrODy1iMdPisH36alFrSODeH/Aw6w/AJFr5gUcrmVhMO9EpTBtCQAdgzkxKM6XRZdlAiU+xBnLVfs2AQAOHDmDiyZGcHK+otJ1G4H2e9fh06h5AbaP5FVw2hyTwubKNYwOuIjbrkN5BxfuGMGBI2dka57kfiOMJcW8r/vhMg/FXEpgkedyYq6MiyZGIsWRgLhnR4uu6ik2lHcxlHcVYwkLTV11Dy9U6vjGI5MIOPAz+8/CSMHFh153EW5/6jT+6M2XRc7zvS87Fzf8yDmJgLkW0NUjlp7J+wB8A8BjAL7AOX+EMfa7jLGflJv9FYDNjLFDAP4jgERKcjegpxsTRgfigSU6+yLGMrkQXRSKiv6AkAnRYK5nPJXrvrox58p1ZTqenA8Zy2jRVUa3KJCMz76jgYWq3Rt5LJ7Wwr3u64EhOrDmYsFRH7ApCAkpMFz/BYgGlgHZWJEeZgBqpkjQZRYaEB1tWeSspYnV50lJY7jgYKnmq0CpDw6uzcKsMOmB0XktxgKjOv/IDFdse76UJuOzZpK8dFOYjo1WEXS16nqdscRZjs5e9CC1ZTiPfz04JYKza+Hp6cWIFAZE+6EBCHuFyeWRRR2LrVbTBEKPhUx0wmDekU0kPYwUNY/FjjEWeR12jhWxc7SAu58+g1MLFfgBx84mGEtRdpT43pPCK/1P110QnrM07yn4zy7VlfQUx/5947j/2Vk8N1dJZITp13WxKiSpeIq37rHE71EgnFiSgT9VqqqkCsKmwZxqrErmfanmIZArggLASNEJO0VUPHz3ySlcvntUseG3Xr0Hf/a2KxOsiTG2JoMK0AOPhXN+M+f8eZzzcznnvy9f+23O+VflzxXO+U9zzs/jnF/NOT/c7WMCwgCgz0BGiy5c21IPToKxyAGfWnRTcMrZyZ5QVCBHEgU92BQ0IoFlrhoJLNtVYAmzzcgviHssJKFEPRYrUsdSk7IcGdj6mus6wvYz0Zl9QXosgHhI6WGk3lx57YEYzDuq4jlrNqjLLORB6IsvUdt8K27e16OSF8lGJE3qgdK1LS0rLJpurAJrPs5YwjoW2tfzZNLBWGzWnHdtVCQrSzAWzxf+kWZiR6WwKMuh/erXBRBFklVPZHZdd/EOHJ4uac1J9QDC1X0Sr2OhdGMgbDUyu1SDxZL7G8w7mCvXUa776trS8Vc9P/W6vfKibbjt8VOKcTQTWBhjGB0QqeJbhnL4qRfswmYp72wZyqsCSdFKpx6RIHXs37dJSnHzGYFF3Cf0bBViUmldkzwLueRQuG24ANtiqofY9EI10qkBEIGFiiiH8w6G8w44B5bqfqRLNGXZzZXrePS5eVx+1tiy12ktY22Gww6AHu6BnK1mxxRQSAOOeywjBTFoUkCgyuw0855SQEkKI3pMrGe+7KnPmZyvRNZU1xlL0i9onbHoKzWmaeUEZWp6SfOeBu1S1VMDVLwgERCzWeoqW44FgvA6JhmLkMLEfhNt82NSWF7zWOj66cdDx6RfM9dmWmDJ8Fi0hpCUgXbOliFYLCqDAZCZb37ELwHEzLdS91UdE13XSOV9PfoeGgCHYoGOJj2X7BpVabZ0/noPupqXkm4c0IJpWmCpUWARXSbIKyAM5mzVcSKeFRaZkGjX7S3796DqBbjxO08BgCowXA4kh11x1hgc28Jrn78DRdfGWNHFQM5RBaqz5TpGi+mewv69QlrlPJlqLK6TuCZhYEkylkoDj8W2GLYP53FirqKk693j0fMbH8ipCcywZCyAeN5Dj8VRgfrhY3MoVb1Ibdd6xIYNLDUvQF4ax2NSAqMZ6UjRBWPJ9EXGGLaPFJTpHpr3dsS855yrGSvNLBdUYBGfeXqxqgaKyZgUFmUsROfDmgz637VZOmOxw6wwPxC1H7SOSN0PIkvj6lDBMYhJYa6jBr0lmSyg79O1RREdfWZeMpZyLf2hjQxaMpg5NlP79YIAts3C9iQZ5j3NAqmhpn4Nco4VuWZ6HctizCsgRNKNtcFiYrSYmDVT8Z3engUQg1nY0iUcyJJSWBpjie6DAstVe8dxtpZEUJAFkoBI0dYZi17740mvalAVP0p5qVxXkycdg3lH3ZN68CcpLI2xXLprBBdNjODup0Utxs4mPBYglOEu3z0GAHj/9Rfii++9FpbFwhqtqo+5pVomYyEpDkg+q0D4fdKkLR9jLHqSRnzyQ9gxKook7zs6g4CHvhJhs2akk3kPAKVqXesS7arX7zws8pIu3WkCy7qEXhMyEjPtx4pieVhdriBsHy6oGbLusehFV+QJOLYlGwOGq8cRGyFDeJtc8vi0eqAdbJcPS94RWjpjGmOJyS7UJTaLsajVBaUUVve5NvPMCCzK5A69C2I3i9WkWc4YU4PjoKpj0RhLjBmkeSx0bIA07xkDk6tIEmNJeizicybnkozF1RgLnXtCCsv0WER6KiACxc+9eB/+zQt2R7alc9SLHcWx6VlhoRQWZyz690g/JxmLGLSuOnsTztmqBxYr4j95mseiy4fkVQ1q/hgA2b4oOVjrTCTBWLx0xsIYw1v2i2sznHcSwTELlHJ8xZ4xuT8Xl8jBlr6XpbovgmCGxwIAL5QDfSOPhUx0muDohbDlug/bClcdjWNirIgTcxUcODID22K4Uh4vYVwPLPmQsSxUPNUVggokAZHFlnPCuq71ig0dWOgG0+tXAODys8ZwzdmbUt+3bSSvCrL0BoRUPV6VacFAmGXl2JZ6qImNPCmXWr38rDEEXHT/Hc47cGwL+2RnVUor1P0CfUAqurZq252sY4kGFl0OyjKv4+ux6CZ9OBPzVKGcPuOn2aHwWOxIW5SEFJYaWFiYFca19FnGVEuXuGwRSmHSY3F1jyWsPyEPrBpPSohJgfqAU9X29Us/eg5+5qqzItsWXBtVudAXSS70GUs1USdDMqhrh/sGqFdY0ryPex5Xn70ZL9w7jhedsxl7Ng0oVlhwNMYScNRkTzAAEfmQzPuQbYZSWDwjDIgy2KTHkp308YYrdiFnW035KwTa/2WSseige3luqY6lmp/JWIBQDkuTwug+ITVAb5sPhJX3WWwFACZGBGO558gZXLpzJMHydcYynHcjz8l8pS6bk9oYzDmiNY4X4KIdw5mBbL2g2+nGqxa66frLLz8vskLiB157Yeb7to8UVM8stXqgZCakpeuDOQC4FlOzl02DOTgWUxXFl+8exS2PTuKJkwtqwL1s9xi++r6X4PlSh3WtMMNJnx0Xc7YqrMtiLORbCAPbFllhKt04PSuMJD7dIxmIGcBANDApxpK3VY1HvL6EkGbeO5bGWKTpDAhpJ+CNzfs0KUx/cF3bQl4mB3DO1QAZZ2yOZJeUJp127Pr50kJf+RhjKalsNMlYNLbk+aKGKGreS48lFlgu3jmCf3jvi9XvO0eLOD5bRsG1QXdryFiouzGZ9+Jvrm0lzftyTRWs6tAHzUhWGHksNT/SsZkwPpjDr7ziPHW+zeC1z5/A+EAulTlR4KI+XaMpsh3hjVfswunFWmqAonuS1j8KK+/pPvcjvefSMDFWRKUe4L6jM/j5F+9L/F1nLIP5cAImmnmGPdcsGeAXKh4uWef+CrCBA4suhV138fam37d9JK9SXHUpDJByjheEK/ppRWvksQzkbIwWXRyRue+UHXLk9CIumhhR+9EfFKcBYzlaSabaOpalgkIohYXL8y5mzNhD3V6a5TVRIW5bDEOk09d80PARCSyuLoUJ835JSWHRgWhIzt441+tYtAJJHgYWwVjIvBd/jzOWMCssGegAEbxc2wLnYoZPkk48aFBNSdULVIflrJklSV41raGkeN1SsiexWF0K0xcGi1+74Xzjx/GcrYMysISfV/ejhbMqKywQPl8xF3oslFlI5n0cusSleyx5GRjLNT/BVgi/Kgv7msUrLtiGV8iu2XHQ90idhRtJYaMDLv7jdc9L/VucsRTivcI8rpZhyAJ5OH7AsT/mrwAhY6HKfQosCxUv0nMNgOrq/fwNEFjWNx9rAL1TcCsgKWtyvhIpkATCmZ2nDeaACDjU2bSQszFSdKWhznDhDhFMAo7Uh53er68tQtCDiS4DRTwW+T+19hdauQfXZhE5ht7HWLSOhR7yAc1jKTeUwgRjCXjoK8VnhJYmz0SywrSEg5CxsEQdS1w6oiaGeqCIMpbouihLNQ9F105kRdF51GSqdKHB/UH1KtW4x+LYamKhPBaNsaQFFnr/cv4EGfjkvQHiWomssOh6LL7msVDrkelSFZ5cOySe5QZETfmRmBRG9008k64boHvuhGznknaszYAC9mwGY6lK876RFKZnhl61bzzxd2IsdC/S/yXZJXpYe6bpb+vduAc2cmDxgsTA2gyoUn9yvhJp6QKEtRg0mLtaxhMxlqJrK8lr23ABmwdzarssLdm1mZplxxkLQc/D13uFkRHvOkwd32LVS515MiY6DeuV97QdZVYtyl5pjsVicg5JYY56gOmBTntwaeBSBZJ2WCBJbfMBEex0KSzvWCogUDZe3ecouFYkUOiBRa8zop5s8VRr/TyojiWtGjvcTrCymtZQEogGUX1iQcE6ZLlJtheXwuKgwKKv0+PJQkjVhFKvY5EBerjgYnzAxbNnltTsPe1e06XRoZR046Wan6j96QZCKUwylgYeSyNkmfeqEJgmEA0CC/lG524dxOahpI9DjIWuF8mJ06UqHjk+h11altxwwYFrMzxvx/o27oENHFiqnh+ZaTaL7apIshqpYwHEDVv1NMZihf6BHliImewYLcCSix8BzTGWiMeiPRAJjyW2HrpjWWoQXqz5mTNPXZKKywTUc0q0zE/PqBrIOWqgnC+nMxYgNPDdlMGX2uYDUSksbbAnqSHul+hBT18XhwJLlqSTI3+o7jeceISMxY9lhUWZEn1myFiirEv8HJX2snDVvk0YzjvYPT4AWy1xICQvYix623w/CFeW3LNpAM+cWQqr7lMGa2IKg7mQEQHRyvteMhZqQJn1XCyHnG2BsaR5r5cGxDuDx0HZoVefvTn175RgM6wx8IJr4fP3PovTizX87LX71La7xwdwxVljbU1o1xo2tMcyMND66etSGA2OOe2GrcsHHdCzwsLBsZiz1WBIqcc7Rgs4PluOZEvpcPQMJ80gLeTSA4u+v1CWCVvHi9UT08/d0Xp26csPA1Ct83M2T2SU0UNLzROBpAShgwZROh+9QNLXGIsVYSxBovXGcMHFdKmWCDhZUlhNMbYGjMUPAI6G2nvBtcOCzVgKePwYyLcBQsYSzyQDkskUcVy6axQP/fcfAxCu++4FgWofBGhZYUHYJRoQa9o/fHxONaBMq2Oh/cfvQ71XWFZA7iSKymMRgaVdxkJp8HHzXk+rF10Gss/Jthg+9fNXpSY7ACII5hwrwvCG8i6mS1VcEcsu/R9vvFSlzq93bGDG0p7HMpR3MJizMTlf1TyWsFCw7gXKK4gbqoC4uWkGRimSFGDivZsIuYiskwwmOduK9BSyLSuZbuww5GS6camaLWmI4BNKYfqATU0KRcv89OLCAVl5D4j1NnKOFTl/QkIKs0KmRIV9gJiB623844M9DQrJmhRNFrPC9XKodiE7sNiqCWVjKSxZhwJE29vQd6Kvg6NS1O3k+5djLDqidSxcfQalJAecRwL0nk0DODZTVgWQaYY4BY34ceQcC17AsVBNLrXQDdB3c3KuEkmXbgd5x8aCzIaje0dfFXM5jwUAXnzultQCTEAEr82Ducgx0vV778vPjbQBGsw7Ee9qPWPjMpZY9XMr2D5SwORCRfUS0xmLMO+jWWGUHQTEpDAZUIgFZVF+Yj76voDwAYwPtvFla8Vroc8wV64nOhsT9HqSct2PtOimNVmCgCcGXX3WTcczW65nPrQjirEkpbAg4KBxN14gmVXFX8wo9nRk+3292nqxms3YqC+WH/DUxoQE/TiiLV00pqT3CvNjUljK+5stLgSinagFY4lKYRRwKEDv2TQAL+B4/ISon2rkscSPI6cYaE0tuNVN0HWv+xybB3OJzsYtfZZrgVYXpu9MLNNgqcDSyGNpBv/+ledHOg5sGszBYsB1FzWfbbresGEDS7z6uRVsG8njlGbe52I+AQ2QujENQKavMiU1bFdSmGAu2eZ9UrcHQsYSlyeExxIuOEafQZ8zu1TDtuFhpEEf4Ms1H8UxjbHIJoWcJxkCDZTU3RgQ9QOZgSXhsWjri2iMxbLCli5pNQfU3n0g9rr+nei/1z2OpZofWS4hch5S9qnLtWWyEGUs6ea9fm7Ufy013TijV1gjqGWkg0Au0RBLN9aWJgaAPbLo9sFjswDS2TFl/o3EGYv87JmlWibT6ySorUu57qsK/XaRVogKhCnUyxVINoO3X7Mn8vsfv/kyuLaVmnW4UbBhpbCVMpYjp5dUWxYa7F0y7+OV9/IGK7q26OwaCyzLMRad8cRbugDJlilpjIW6GwOicWWWCSt6dqVLYUN5W2SF1f0EQ8jLtjZ5xw49lnLS+yAoj0UFX+GxUO9MmnnbjIEaNVdTBoEsKUwVXtJ3oxXFNTLv86prQONsIZ1xpH0n+r6jjCVIvGclUphKIJH7YkzIPKqlix1KYQDwwLG51M7GQDZjoe+zUm8cbDsJ+j4b1bA0A73xpM58XFlblCavrhTnbB3CWfJ6b1Rs3MASqz9oBdecvRmnS1V86YfHUXDDG5aaPCYZi/ifBp2LJkawaTCn+gVdc/Zm/Mj5W3DJzpH4ruT706WwopLCkvUo5LHofg8NrvOVBlKQLPIEkPAiBnJCCiunZAcN5R0VGNVSxUv1zME57rFQ8aYfC8qWxSJr3ic9FjdyLfTzSPufWpNkzbwps2+5wrlMKSySFWbJv9uqBocCQT5F0mxFCqPJDCUQ6B6bxZhqQkmTmonRIhyLYbpUTe1sTMeUFnT0e64XHgsQfp9pSQatgBhLvCYppxiLH0mCMegMNqwUFq8/aAVvv2YPXnPJdtzy6GSidYgILLE6FmIsstbkirPG8IPfuk69b8doAZ951zWZ+4vsI+bXiP+zPZaaF0pheuuR7Kyw0ESPZ4XRsqsWY4mB/N0vOwc/cfkEAG2pYi9IHBvh2nM345UXbov0Q/O0wJJaeV/zURhrkrFoLBKItkovNcoKcy3UPH9Z7T3LvE+TwgblioiBbAUv3h9u96Yrd2FitNhSWi1dHwpY+j1C/dV8zWOxLYbd40UcOb2UOVgzxnD9pTtw7bnR1Nqor7e2GAt9T/Hv0nWY6k7dyEszaA9duUsYY38M4CcA1AA8BeDnOeezKdsdAbAAwAfgcc73d+N40tBuHQthy1Aeb7s6qq3SLChRx2KHUlg7CAdJFplp0uCe9FiSWWGuzSK9nOJZXYThvFiAKQiSDfoG5Zrorm0lBuaJ0aJacVOftWdJYZfuGsUnf+4q9btjCSmMGJaSwnTz3ktm8ISBJX2WrffrAoDHTy6gUg9w7tZ0E5p6gFW8oD3Gog1S9L1TEC/XfdXcUn/P5qE8fvyyicx9pYHurTCwhN+tZUF5VTrbPWvTgAws2YP1//m3L0y8pmci9oqx0Pe5Uo+Fvqd4YMnZWm2ZYSwdR7eksFsAXMo5vwzAkwA+2GDbV3DOr+hlUElrBNgJuFl1LHIQaD+wRI1oQjHjoXFspgboiBQWYSzpxzIxWsDJuYpa6KoYk8L8gGN2qbaMsa2Z2U3OBkkKk4cbMhZNCivXkixzJEMKi18z+q7/9aBYDvdF56QXvKnAskwaaiGTsSTZpd4EMs28bwdOXAqz4oyFR1rjAKHP0ioLyPeVsaxUCrMi/xNc2woLeDs8Dhh0KbBwzr8p17sHgLsA7G60fa+hsrk6HVhknUi8joWksHbTGp3Y4EgoZpj3usdC2UiuY0UYWtYAsWNUrDdTqiZb65O5G6RkhemIzOCbnA2KXmEhY9Ez6YixVFMGe8VY4lJH3GORx3Tv0zPYMVLA3s3p5qqoY1m+6200XTgjK8whxiJe0xuXrrT6mu6pci1kpATLYqptvpMWWFr0LSIeS49m9yqwrDQrzE2XwvKOpVq9GMbSefQiVP8CgK9n/I0D+CZj7D7G2A09OBYASDSP7BTyGXUsSgpr8wbWmxnqUFJYnLHoHgtJYRZT5j3QmLF4AVfreEelsDAYNQwsGa1mGoG6BdBxU/t3S2/p0oZ572gyIiCux4vO2ZRZG5F3RCdpzhtPBAoplfNAtKKeWATJjks1PzUrrB0QEymneCyWLCoNONIZS4uDdcRj6UGvMCCsS1ppYCHGHL9vBGOhwkkTWDqNtu8SxtitAHak/OlDnPOvyG0+BMAD8HcZH/NSzvlxxtg2ALcwxh7nnH8vY383ALgBAPbs2ZO2SdPo1MMdB61SmJUV1rYUpi0YpSMr3di2GDgXKaeedizRtenTv3rySZ6aEm39Iy1d9BYyTdZ4NHvOdG4VJe1Em1B6MimiZY8lhe1dkyGD0bFTIGsYWDLqI6LmvTgHffEntYbPSqWwhMeiSWFaFwP9daplaVVe6gtjkdex3T5hhCzGktMYiwksnUfbgYVz/upGf2eM/RyA1wN4FefpDXI458fl/6cYY18CcDWA1MDCOb8JwE0AsH///hU13KmltNXoBKh1R6M6lnZAkkqcYYWV90nGAojWKCpDzYl7LNlSGAA8PS0Ci76Wiv6eRgNMJLA0LYVRlpM072NZYbRUcPxcJ0YLcG2WWGs97rHkNQM6y18Bsv2SOHRmEnmPowcW8TrN8pdqQgpzLJba5qYV0L1FgUo36S3G1D2u7+fsLYPYPJjDBTvSi2Oz0IyE2ml0Ot04Lj2Kxq6N17s3aB/dygq7HsB/BfAyzvlSxjaDACzO+YL8+TUAfrcbxxNH1xiLrGNJ624MNO83xEHvz/JYkksMi+38gKNOnkWszX0jKQwADk+V5D70JpTNSWG0YFbNa1xkGDnm2Aw8soJkALUaZXyw3zZSwJ0ffFVkiVggKR9ScN4+kldLP6eh2cSDKGOJshSLCR/KUYyFPBYhhXVCgg09lmRWmG1BLYWseywDOQcHfvPVLbdIyTdx33QaHUs3lvdLPkUKIxjG0nl0y2P5OIBhCHnrfsbYjQDAGNvJGLtZbrMdwPcZYw8AuAfA1zjn/9Kl4wEA/KcvPICP3PJkxwzUOEQdC8f3D00D0NuKdCrdON1jiX9uyFiC0Ly3rcjgkzXz3DSYQ862cFhJYUnzXuy78ZyEMm2al8KidRl6VpjPeWK9ex1bhvKJwTKUwqIB5kXnbG44sOabSJWOb6cHbMZY2EVXBku61kvSvG+3fkrHch5LGmOh42sV/ahjoUnMis17VSCZNO8JhrF0Hl25Szjn52W8/hyA18mfDwO4vBv7z8KhUwuYLlXx8gu2Aui8eX/VvnFsGszhG49MivYmblicBqw83TjOWDYP5vDaS3ckpB29823dD2Ax8ZouaWT1pWKMYcdoAUdPC6IZrbxP/zkNedcGKl5mgWQcymPxomyPzHuSfJqdXeZi/pZtMbz7R8/Bj12aZgsm3yf21aCORRuo4t9LwZX1Pk403Zg8lk5IsKEnFb1egLhm9RTG0i76UXn/+ssm4NpsxVJYQXksccbCEtsYdA4bqvJ+63Aex2cr2ip+nb2hfuT8rbjvN1+Nw9OLoko8tv5Du1lhevv1+Ot/8e+SBW0RjyUIUgNTfL17HTtGC3iGssIyGMuygcVp7ZwdNVASY4H8XwQWSqttNRmArhljDB983UXLvi+yfn0DRmvJQJ3Wc47YGn0P5EctkhTWgYEsyVhY5G8hY1n5vsJr2Hxd0kqxd/MgbvjRc1f8OYqxpJj3BCOFdR4bLrDc/+xc1+pYADGAxau6aRBo9wamBoNuk8dLg4kfcNQ9nuj0C2RnhQGhzwI0SjdufOtktdLIAgWqmcVa5BzIvC83kMLS4MaksGYR8ViaCJ71WK2Ifox6VmDesZR53wmmTJ0JsrLCal7nGcuAa6+5jr3hfWg8ll5iQ3HArUN5nFmsKsOz01JYFlba0iWLsWRuH8kKC7RajvAha5SVRCnHQDSA5JzQp1mOsWS10sjC83eNAgAOHJ2JnAOtIFmqitTQ5daFJ2T5UsshIoUtMzvPu6KTc9y3yLu2kh8J1Get3QXm4rAskSRA97KeFcZYmKCy0uwzQAssPaph6STo/ov7qWnNXA06h40VWIbzCDhwYq4CoDuMJQ1k4uqpuy29X0lZzQ0SymORvbfislAjtgKEjIWx5EyPWMtyD2O+RfN+93gR24bzuOfpMwCQWPOe+jo121qe9t8sy1Pv06WwZSSrgmulBvuCG13RExDSoyiQ9DuWNOLYlmq9ox+HrXssLTK2NIT3zdobgLMYS3QCsaGGwZ5gQ13RrXJ50eOzYkm5TtexZGHl5n165X0WaDDxggA1jyc8lqwaFgLVstD6MTooKMWr/eOgwbPZ2SBjDPv3jStvRy+Q9DlXLWaGm5w1x4Nps9AH/WaCZ1qGV8Gx1eqRBFrWuVNSGCCuEXlPTqYUtvJ9MSb8pF5lhHUSmU0oNak0PgkwWDk21BWlVQOPz8jA0ivGYq/MY8nKCstCZD30IIh0RwaWl7EmtMASx1DeQc5JzsjjoJl/K8H0BXvG1c+2LoVpjKV5KSxqoDeLrGLHNBRcO5OxxJnSkFzWuVNSGCCuUbxTASCywjophQHiuvQqI6yTUIwlpUAy7XWDzmBDBZZtMrAcmxGz4k7XsWRhpS1daNBo1i+Ieyz0PtsSqwsutwSuYiwpAWggbze1PG0hIxunEfbv26R+DivvIRhLxYMtl6xtBqryvlUprIVsIcFY0gKLnWAKA3kHizUf1XrnGItrWyqw6MHKssIecZ0w7+nzl6tdWo1Q3Y3jUhgFnDUo760FbKjAsmWIAktvGUu40FevGEuYFaZLYUrSWCawbBnMw7FYagAZyjvLejSAxlhaOOdLdo4oLTzKWEQNyFDeabrAT3ksLUthVurPachiLMWcnXgvLess0pM7M5jZWrNRPYDoHovdAY8FEJLiWvRYSL6Ly3h6IotB57H2piArQDFnYzjv4LRMae1ZVliXCiSX258Xk8KA5gYIy2LYPlJInaFuGcpjdqm+7DG0at4D4jwv2z2Ge54+E3aGlnUs85X6skwr/llAmKrdLOga5x1r2dTaiyZGcEbeSzp+8aXn4PpLooWYgzkHS9In6tSERg8mkaWJO5xuDAAX7BjGhTvSl85ezbhk5wj+xxsvxY+cvyXyeq6N+9OgeWyowAIIn2WBHvAemXbxNe9bf39r5n3osQQRKQwQ0tBy5j0AnLttKDXw/sbrLlLySyMo877Fc96/dxz3PH1Gtc1X5n3FazojDGg/3TiroC4Nv/X6i1Nfv3jnCC7eGR2EB2W6sStrWjoB3T+JZ4V12mP59C9c3ZHP6TUsi+HfvWhv4vXcCn1Pg8bYkIHl8PRiYpnfbuKaszfhJy7fqbyLVqEWq2rVY/FFgaSecvruHz0Hl8qakUb46FuuQNrVoQSI5UASQ6uD6HUXb8fn7n1WXSuLCfO+VG0tsAwVHOwaK+LsLYMt7T+f0QJkpaBlnQtu5xiLHjTj3Y19JZEZqScNymMxgaUr2JCBBegdWwGA87cP48/edmXb73darrzXeoUFAYa0DsXvfllzbTI2Da6sR9NV+zbhmTNLLQfvK/eM4we/dZ36XU83jncwboS8Y+P2D7yypX0D4X3RaYlkIOfACzgWa15HPRZCJCtMu006UceyHuGuUEUwaIyNG1jWUFFUqzUZYR2LyArrZRAlvOaSHXjNJY0bPjYDSyuQ3Le5NfbRDlptRdMsyB/ivHPeXpgtyCJJDVkBxyBEOIFYO+PAWsKGu6prM7BIj6XNXmFredZqa3UszdawrAS0lkwnWtvr0H2tjpn3aiG56OdZGUHGIIRrzPuuYu2Mrh3CVply3Ksalk6gZcaS0d14LSKUwupNV92vFHnb6vhMVs/E65x5H1aP69ADi/FY0pE3UlhXYaSwNYCsFSSzEM8K64cU1inQolUBb75P2EqRd62ODzg6Y+kUG8oqnNVZimEs6XCNed9VrN0Rp030w7xfKXaOFbBrrIjztg0tvzFidSz+WpfCxDK/wPIdAzqFvGN3vNVHJLB06N5TtT4NGcva/e67iZxhLF1F10ZXxth/Y4wdl0sT388Ye13Gdtczxp5gjB1ijH2gW8dD2CYbUa4lxjI2kMPtH3hlU2nCQHIFyTUthWmD5FBhZcvUNovztg01HcSbhd5nqxMLfQFILIdA0H81jCUdbpey/wwEuj0F/Ajn/H9l/ZExZgP4cwDXATgG4F7G2Fc5549264A2DeZgsd5V3fcDJJ15PkfNW9uBRU9X7hVj6UYxoN4Gp/MeS7Z5v5a/+24irGMx16cb6PdVvRrAIc75Yc55DcDnALyhmzu0LYbNQ/k1xVhaha23zfeDhLm7lqAzlpEeeSzdQFeywrR0Yx2W8ViWhUo3XoP9z9YCuj26vo8x9iBj7JOMsfGUv+8C8Kz2+zH5WgKMsRsYYwcYYwempqZWdFDnbBlsuoJ8LYIGnCcnS6jUA5y9pbOyTi8RYSxrOrDoWWGdNe/jmV+28ViWxZbhHPZsGsDztg/3+1DWJVb0pDLGbgWQVgX3IQB/AeD3AHD5/58A+IV298U5vwnATQCwf/9+3u7nAMD/fccL1/XiPjRL/e6TIgC/9LwtjTZf1Ygv77tWkXdsuDZD3eedK5C00xlLJCtsDbPVbmIg5+B7//UV/T6MdYsVPamc81c3sx1j7BMA/jnlT8cBnKX9vlu+1lWMDaysXclqB81SD50q4axNRezZPNDnI2of+ux7uEfmfbcwkHMwV653cKGvdI9FX1nAMBaDfqCbWWET2q9vAvBwymb3AjifMXY2YywH4K0AvtqtY9oo0Gesa5mtAFEprFd1LN0CMa5OSWFuRrqxbSrvDfqMbj6pf8QYuwJCCjsC4N0AwBjbCeAvOeev45x7jLH3AfgGABvAJznnj3TxmDYEdM39xeeu7cCir8uy1jP5aOG0TrfNb1QgaSrvDfqBrgUWzvk7Ml5/DsDrtN9vBnBzt45jI0IfWF587uY+HsnKQYxluND86pGrFZQZ1uleYYl0Y73T8dq+ZAZrFGY6sw5Bs/yLJkaweWhtZ7+RrLOWM8IIoRTWWcYS91Ho13jXYwODXsEElnUIy2IYLjh4+QVb+30oKwZNxofya9u4B0IprHN1LNK8d9LTjY2/YtAvrP1poEEq/vnfvxTbR9pbsXI1garI17pxD3TevFcFknHGklHfYmDQK6z9p9UgFXt7sChWL0Cz7l61zO8mBvMOGEvWnbQLqlGJ12QZxmLQb5gpjcGqBg2O68Fj2TlWxPbhQsd8DzerV1iG92Jg0Cus/afVYF1jPUlh73rp2XjLVWctv2GTCNON09vmG8Zi0C+s/afVYF1DMZZ1YN7nHAubnM51fche6Cv6dwODXsNIYQarGuuJsXQaoceSXnlv+oQZ9AsmsBisatiWCSxZUB6Lle6xxF83MOgVzJ1nsKoR1rGYwBJHVksX47EY9BsmsBisatAgaQJLEk6WFGaZwGLQX5jAYrCqQcWE632pg3agKu8zssLiAcfAoFcwgcVgVePqszfho2+5Avv3pi1AurGxXFaYbTwWgz7B6AsGqxq2xfDGK1NXq97wUE0oMzwWk25s0C+YKY2BwRoFSV05UyBpsMpgAouBwRoFeSzxZpNZFfkGBr2CCSwGBmsUoRSW3t3YeCwG/UJXPBbG2OcBXCB/HQMwyzm/ImW7IwAWAPgAPM75/m4cj4HBegR5KLmExxL9u4FBr9GVwMI5fwv9zBj7EwBzDTZ/Bed8uhvHYWCwnuGYtvkGqxRdzQpjoj/4zwB4ZTf3Y2CwEaE8lgwpzDAWg36h2yLsjwCY5JwfzPg7B/BNxth9jLEbGn0QY+wGxtgBxtiBqampjh+ogcFaQ8EVj2/Rja5IaRiLQb/RNmNhjN0KYEfKnz7EOf+K/PltAP6+wce8lHN+nDG2DcAtjLHHOeffS9uQc34TgJsAYP/+/bzd4zYwWC94wZ5xfOQtl+OqfZsir1umbb5Bn9F2YOGcv7rR3xljDoCfAvDCBp9xXP5/ijH2JQBXA0gNLAYGBlFYFsObrtydfJ2ZrDCD/qKbd96rATzOOT+W9kfG2CBjbJh+BvAaAA938XgMDDYETB2LQb/RzcDyVsRkMMbYTsbYzfLX7QC+zxh7AMA9AL7GOf+XLh6PgcGGgPFYDPqNrmWFcc5/LuW15wC8Tv58GMDl3dq/gcFGBTO9wgz6DCPCGhisM9im8t6gzzB3noHBOgPVS5r1WAz6BRNYDAzWGUx3Y4N+wwQWA4N1BrMei0G/YQKLgcE6g1nz3qDfMIHFwGCdgRhLfMliA4Newdx5BgbrDIaxGPQbJrAYGKwzmPVYDPoNE1gMDNYZLMNYDPoME1gMDNYZbJMVZtBnmMBiYLDOYCrvDfoNc+cZGKwzMOOxGPQZJrAYGKwzEGMxLV0M+gUTWAwM1hkcY94b9BkmsBgYrDOcvWUI7335ufiR87f2+1AMNii6th6LgYFBf2BbDO+//sJ+H4bBBsaKGAtj7KcZY48wxgLG2P7Y3z7IGDvEGHuCMfZjGe8/mzF2t9zu84yx3EqOx8DAwMCg/1ipFPYwgJ8C8D39RcbYxRBLE18C4HoA/4cxZqe8/8MAPsI5Pw/ADIB3rfB4DAwMDAz6jBUFFs75Y5zzJ1L+9AYAn+OcVznnTwM4BOBqfQMm1k99JYAvypc+DeCNKzkeAwMDA4P+o1vm/S4Az2q/H5Ov6dgMYJZz7jXYRoExdgNj7ABj7MDU1FRHD9bAwMDAoHNY1rxnjN0KYEfKnz7EOf9K5w8pHZzzmwDcBAD79+/nvdqvgYGBgUFrWDawcM5f3cbnHgdwlvb7bvmajtMAxhhjjmQtadsYGBgYGKwxdEsK+yqAtzLG8oyxswGcD+AefQPOOQfwbQBvli+9E0DPGJCBgYGBQXew0nTjNzHGjgG4FsDXGGPfAADO+SMAvgDgUQD/AuBXOOe+fM/NjLGd8iPeD+A/MsYOQXguf7WS4zEwMDAw6D+YIA5rC4yxKQBHu/TxWwBMd+mzVzs24rlvxHMmbMRz34jnDITnvZdz3vWWDGsysHQTjLEDnPP9y2+5/rARz30jnjNhI577RjxnoPfnbXqFGRgYGBh0FCawGBgYGBh0FCawJHFTvw+gj9iI574Rz5mwEc99I54z0OPzNh6LgYGBgUFHYRiLgYGBgUFHYQKLgYGBgUFHseYDC2PsLMbYtxljj8q1YX5Vvr6JMXYLY+yg/H9cvv5vGWMPMsYeYozdwRi7vNHnZOzzernOzCHG2Ae01/+KMfaA/PwvMsaGNsq5a3//GGOstBHOmTH2KcbY04yx++W/K7p13qvw3Blj7PcZY08yxh5jjP2HDXDO/6p9188xxr7cjXNehef9KsbYD+R5f58xdt6yJ8A5X9P/AEwAeIH8eRjAkwAuBvBHAD4gX/8AgA/Ln18MYFz+/FoAdzf6nJT92QCeAnAOgByAB2g7ACPadn9K+98I5y7/vh/AZwCUNsI5A/gUgDdv0Hv95wH8DQBL/r5tvZ9zbLt/APCzG+S7fhLARfLnXwbwqWWPv1cPRa/+QfQbuw7AEwAmtIv7RMq24wCON/qclNevBfAN7fcPAvhgbBsG4C8AvH+jnLu8Mb8t99e1wLLKzvlT6GFgWWXnfg+A8zbSOWuvjUAsTDjSzjmstfOW+7xGe/0PljveNS+F6WCM7QNwJYC7AWznnJ+QfzoJYHvKW94F4OvLfE4cDdeaYYz9tdzfhQD+rNVzaBer4NzfB+Cr2n67jlVwzgDw+1KC+AhjLN/qObSLVXDu5wJ4CxNrJH2dMXZ+G6fRElbBORPeCOBbnPP55o++fayC8/5FADcz0RfyHQD+cLljXjeBhQk/4x8A/Fr8C+ci1PLY9q+A+ALe3+znNAPO+c8D2AngMQBvafX97aDf585EU9GfRm8D6Wr4vj8IMYG4CsCm+Gd3C6vk3PMAKly0CfkEgE+2+P6WsErOmfA2AH/f5ntbwio5718H8DrO+W4Afw0h8zfEuggsjDEX4qL9Hef8H+XLk4yxCfn3CQCntO0vA/CXAN7AOT/d6HOk+UWG3XvQxFozXHRy/hyAf9PZM01ilZz7lQDOA3CIMXYEwAATHau7glVyzuCcn+ACVYgHLrL8djewWs4dYkZL+/8SgMs6e6YhVtE5gzG2BeJ7/lrnzzSK1XDejLGtAC7nnBPL+TyEn9MYvdIIu/UPws/4GwAfjb3+x4iaXH8kf94D4BCAFzfzOSn7cwAcBnA2QpPrEvn+87TP+l8A/tdGOPeU7bpp3q+ac0aodTMAHwXwhxvl+4aQQ35B/vxyAPeu93OWf38PgE9383teTectX58G8Dy53bsA/MOyx9/tC9SDL+ClEHTwQQD3y3+vg1jf5VsADgK4FcAmuf1fQhhvtO2BRp+Tsc/XQWRKPAWxRDMg2N/tAB4C8DCAv0OXzb3Vcu4p23QzsKyacwZwm/Z9/y2AoY3yfQMYg5i1PwTgTohZ7bo+Z/m37wC4vpvf82o7bwBvkt/zA/L8z1nu+E1LFwMDAwODjmJdeCwGBgYGBqsHJrAYGBgYGHQUJrAYGBgYGHQUJrAYGBgYGHQUJrAYGBgYGHQUJrAYGBgYGHQUJrAYGBgYGHQU/x8Bo+fHC71cewAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** property ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** raid ********************\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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6Xm7CYMDsaK5Nyq3CNNp4GtdWG2i6PlYbrszI2giiTCN9wLu2Iqp9nSDVstNBIasi/H0PnAcAPHGl/YNwbbWBhUoz0tdI3edKijxVa3pYrafLVk8FQcPtQZLBR09cxts++SROBWxmo1iuiWvZTp76wf/zFfzZl55O/Vu9lbyens9xYbEWeQ0A/vAzJ/HUXAVHZkqJa+9mpdxS9pQSTKjrgWUwIU+tM3X7kYvL+LUPnMAXT/anfqbRpmo+C+/6yhn80nsf6tEeZeOpuQqulxt44spq37c9iBjqoKE+sIT5SgNTpRxylpk58DYiM8Xsh++c0jl2o9XDQPTBacc0do3l4JjrCxpyRqcMZI9dWsGJiyvI28aaDwIdV7zhIQWhSiM5sNZdL3UND865lKeAtZMMHjy3iLdlMJY0XF4Sg/Jm/Zu1mEbD9bDacLGYMVGIMI3gOl1aEt2Gxwt25NqduLiMuw6M43lHpiLskXOOlpJyG5enHJMFRrh4jfw702CwTWPdCRzkTanB/hPfvNITLwwI75/1BI2vnp7HJ7+5sdYumwFNIlbruhARGPKgQSxBZQtzq03MjDiw2piF9ZYXzujbPHxq0Hj6+sZbj3ciT11dqQcm5/qCRpo89b4HzsMxDbzx3kO4tFxvm757Ngga8YpyGkzSPI1Gy08NJtfLTazWXewbpwK09rPhjz16GX/02VMdM5JLyyLtdLOSR+hppA+Y5B+kSXNANGjQvlDm1M27RiLXruX5yNkmbNOIMF8KElbMuwDEQCuWgQ2L+zyfwzQYGAuCxjo9I9rPchA8Ts+V8dPvfgCffvzaur6nU8jVMdfBOMsND+WGK/exX6D7YSWDPe80DHXQyGIaMyNixq4+vNfLDTlI1FoeRnOi7rGdEX5uoQrGxOzu7CaYRiNFzojj2moDu8fyMmh0Wjke7z3VdH188KFLeMXtu/DtR6YBAE9ezWYbZ4LagviMk4JQtekl/JyGm26QE8u4Zc8ogLWX0y031tcC5fJyd5lGPaO2hQatWit9EEljGmeDoHHTbAk+D+/JZlDdHR/oXRk0gpTbLCOch10PqGBSyFPrC5xyEhAc22IwUKbJj91APSVj8PxCFefmsydftC9X+9zkcCm4H7Ik152GoQ4aWXUa0yOOmNkpr3/nH3wRf/HlMwDEDT2aF0Gj3Yz+/EIV+8YLODBZkAZvFt79lTP4+b/9Rurf1JlxGl2vtzws11rYNZqDY60v5Vb1NDjnOLdQxUKliZffuhvPCAbvb7WRqCTTiMtTzbAWIT6zb7g+qilM43Rwjmi7a5n5JHF12mzx0lI9dV/Xg7pScJbFNFbXZBpJufHcQhW2yXDjdCnyeiso1LNMFq3XCX62jeRyr02Pw7ECI1wyjbAflbi313cO4h4V/U8LPjVcD9//J/+CB852ZwXICBsLztev/eMJvOUfsps5yqCx3N+gQZOIFS1PARj2oJFSpzFfbmJmJCfkqeBB8X2OudUGzs5X5frOo3kbQPvB+dxCFTdMFXBourSmp/HVpxfw4YcvySIsFerglPaw02d2KUyj46DRjEolNEueLNnYO57HaN5qa4afCWS3+ACqPvTqbFQWbXl+IgCenivDsQwckgNne7ZEElfW4KyCc45LgadB+/r09Qpe9rufw5V1DDI0QDCWvXAVHW9aYASizEgGjfkqDkwWZc8oChBNVxTqOTF5ihiuZbJIlhR9pxMzyFWmYZnGuheAoutJ7I7uE/L3rpebeODsIh7cRND4X58+iY89ejmyPQBoeOLn5WqzLYugfbq62memUdVMQ8VQB42mMpsDxABabXqYKjlCnvKjPYKWqk25vvNIzop8Ng3nFqo4OFXEoekizl6vtk27JaPxX55KLmAYyZ5KkZ2oRcR6PQ3OuZDaAtZUb3nSzBvJ2WCM4dY9o5lmOOc8k2mov6uDuutzac7GzfCn5io4PF1C3g6OITjuJ6+u4tOPJw3OipSB1g4ai9WWPI+0b09cWcXpuQruP7Ow5ucJNEBMl3KZMhcNXtUO5CmSES8s1bB/ohB6ZW5479mBPKXKVmoKbWZxn+J1eD6X94azAXkqzjToGOnZoOCxmdn2O770NP7pkSBopLDresuX5z8NtG9XljvrhtAtaCM8iqEOGuFyr+J/GsRGclbECA+DRksOODTQZunutaaHudWGCBozJaw2XLm4UxoqwcD6pZMpQSPYpsHSg8HVFar2VT2NtQcFOpapkiP2ueVJE5eO75bdo/jWldXUgDdfacr9zvI0xLGFg6caACsxhvD45RXctnc0Efj+7ItP4z/9fVKWiMtTXzs9j/vedTzR6h6AZBliH7zI/yfbeDZxENPYPZbLNNRl0MhgQLWWLycddG9VG6647ww69tDTcAJ5SrwerS2i3lPx5V7jdRpRT2P98pRkGsE5p/uE7k06FysbbGVeabhYrrXkvaJ2XZZBw/WwVGtlTr6IeW7W03jo/BJe9Xuf79hQX9aeRgRDEzT8lCyMeGt01Vy0TUM2JKQHY7HalDOqEfI0MjI7zi8K2eaGqaKUW9qZ4TQAfvnU9VTjGBDBLE3np9XNdo+FdRqdyA80sE8Wg6Ch1E/QoHbrnlGs1l1cTpFw6HhGc1YiSEWChiLTqMFFbTGyUGni8nIdt+8bCwOfFw4Wi9VmIhhQ0KHB+aunF/DJx66mZnup+0/BkoLNyaud123QWhq7x/JouH7qACaN8Iyg0Wh5GKP7RxkQ87YBOxYcmp4Px2IylZrOiavUXcSN8KbHRZ0Gi9ZpWJuQp9ZiGnT9NzpwUpJCNSW5QXpILR+ez1OzlJquL/dls0Hja6fn8eTVMq4s19Z+M5TsKb32B4AhCRoPnlvEXb/+SXw9JkO0Yp6Gai7K2a4f3ozLtZBpjJGnkTHbpCwPYhpA+7TbatODwURaaNw0p4dmJGelM43VBiyDYbLorKtOgwb26YBp1Fu+lBfo+J6xZwwAUiUq8jNu2TOaYBrqTFH1NNTZuTqTo2ra2/eOK8cQzrZ9jkQwoO+ty0wt8Xt60EgyDfrck9fWzzR2BcumpgVxmoVnZRbVW0lPrN7ykbfNRHEm+RN0P4YFqcG9ahpCnkprWGgw2eVWZRobkafi2VPSCI8zjQ1KNBeDJIVy7JoCUaYBhIFbhXqur2wyaBArrTU7O0fa04hiKILGwakiVusuHrmwHHndjc3aWp7KNJh8jW7axWpT3rg0E8+i+VSjceN0CQcmCzANhjNtMqiqDQ/3HJoCINiGChk08laqh3JtpYFdozkYhrLfHQwKtSaZ3oo8FTx8xKSOzGazpLPzFRhMpInG15ZQZ4qqd6EWRqryzWOXRNBIk6fo/Mer6isxGYikjbQZ36Wlujw3kmkE/5+dr2ZmQsUhg8ZYPvJdKspreC1q9p1kUy0P+aAeA4jJU5aROCcqKzYyGxZCylPdyp4iI3xVMo2o1LdS29jASQM13StpKbcUSBZTfA269gYTz8NmQPU8Wanc5YaL3/inx+T9F8pTmmkAQxI0ZkZy2D9RwMOxJnlurE7DjczeDPlamhEn5akMmn9uoYqRnIXJog3bNHBgstA2g6rSdHHb3jEcmCzgiyfTg0bRSWca11brmA0GMVHA1SHTaEY9DWGEuyg6ppyVFmwzsg8qzsxXsX+ygNG8nVhbotZMl6cinoYyO3zs8gr2jOUxPZJLBD4aNBaVGSbnXJGnotlKabPdy8s17BnPw7EMua9qi3LqrrsWlmstMAbMjjjB8SQHFgoaLY+nXgeRfRcEDTecqefsZHCgQj3yNOj99HfLSBb3pTUsjGdPrbe4L840Ep5Ga3NMg6r10zyyZiAD1lvJ+4BA99gNU0VcXalvqgUNsdIsefFLJ6/jz770NL7y1Dxansg4tE2GStNbs7bo7x+4IOXkYcVQBA0AuPPAeIJptGIV4fQg2aZo6gYgkRpK1HetOg2RbluUK+jtnyik+gKAGACrTQ+lnInnHp7CQ+eXIn9vuB5ylgEno9EcMQ0AsuK3E82aBlvV0yjXXXlsAEKPJCVonJ2v4FCQ7RRnGrVWOtOoZzCNxy+v4PZ9QgqzYvp9I4VpNFxfDojx6vO02e6lpRr2jReQtwwliyrcfrsCRhVL1RbGCzbyFEzTmIYiU6SZ4bWmh7ECyVPCN2u6PvKWKQNm0/Ph+xyuL2ou4rKjq9yrwvAW95FsL2IaYMp6Gp7P5UTINtm6Gw9m1WlIT8OLehq+z/GfP/AoHo7dy1kgeSqUHMP9a7jRxZiWU5gGBeqbZkfg+hwLKYHlo49exo+8/avSh/rww5dw7//4dCLwUz1PFlO8EPiVl5drktXS4lbtzPPFShP/8X0P430PXMh8zzBgaILGsw6M49xCNdIPKE711dmbEzy8rsclBQcgzbGRNSrCLy/XZTsMQLCETGM0GACLjoXpkpPQRhstURXsZMwQr63WsXssJ3+PV7NngR6KqZIYwOquh9VGSx4bIIxWxtK1+zPzIqU4Z5nw/Oisut7yQSvOljOYhqpfn7pWxu17x+T+A+G5TZOn1MG4GjPE0zyNS0t17JsoIGebMljUWx5KAas6da0zM3y5JoJGTjKwbKYh9il6LTkXxY5jiqdB5yRnK8FBMXZt1dOIreBoBZ4GgOAaiL87sYaFUU9jE9lT1IMq4WmQPCXO/UK1ib/52jn8zdc6W4QrlKc8+D6PDNhNN7pWeDrTEPtzJPAP02pvHji7iK+cnpfy1oPnFnF5uR6pjaq3PHmfZaVUU2PJS8t1WQ1+w2QRQHtfY74itpNWizVMGJqgcdeBCQCiWydBylNe9EG0LUNJfYzesMQW6KHPqlquNKIz9oJjZs5cKJiUHBOlnIVay4vIDUK6MIPFc6Lba7geFqst7BoNA1Ta+3yf4/NPzkWyfeihiGdPkUkLCObimEZiZjpfbmC51sLhmbCuQj1P9aDVisFinobyHnr91LUyXJ/jtiBo2LGq9rSgoUpbtZh0EpdIPJ/j6kode8fzyNsh06gFhvSh6WLnTKPWwkTBRj5gYO08DXGMYt/+7buO491fPSu3rTJVug55y5QsS5W2RBuRuDwVMI0gewoAPB5+Jq1OgySudn3VstBQZDTX8yWbCus0AqbRcOH5XF6rr59dSPm2JNREhVrLi8idDdeP/J7qaVDQmBVLA1xLKfCjfb4YDPr0Py28JvYj/FzWJI/6hF1eqkm5+oYpwTTayXMLlVawPR00tgXu2D8OAHhEoctJphE+iLYVPrzqQEfpfCNr1GlUGi6Kyoy9aJupnV2BUFYp5iw5y48OtEKeslIG73AZz5Bp2ClM4wsn5/DGP78/ItHRgBb3NNRgB4hZa9zTOBnMzI/uHpVSjTozqzU9FBwTJcfKTLml18kEJ3kqnnIrPQ01aCjnpxZjGnEj/Hq5Adfn2DtRQM5SmYaPvG3glt2jHafdLtdaGIswjfZBg/btSyev42un5+W2KTA3XF8arnnbhJpyS9daZRpxeYrqNADA96NZVYZihLc8P1KnsdHsKUD4DnT+VU9GHn/dxXwwEJ8O2oa3A+ccl5brsp9bpeGi7nrST2u6fiQ4p2VPlWXQIKaR3Ca95+JSNfg/CBrKzF+t5+mEadC9dqADprEQMI358saXSdgOGJqgMV6wcWSmhIeVQTPeRkR9EG0j+fAC4UxEFvdlGG6VphuReQqOmTlzqUqmYaHo0IMTnWmRrh3fXriMp8o0jETDwrNBCjBRZECp01Cyp1brrUTQyFlGglHJoLFrRLa+iASNlnjoizkzk2nQ7PCxyysoOiZunBIPXlrKLRBnGtFtAYqnEZvt0UCwL2AatJ+1IGPp6K4RnJmvdNTIcLnaxETRkcccTwAAxKBJdRjVpoem66PW8jBfbiaKQwXTEK/lY0a4KjXFs6rIjzODinBAMA010ETW0/DDOg3HTF7PtRC/btIIT1lhb6Xeilyr42fatxaZrzTRdH3ctEuwhErTQ73lY6xgyW2rmUztmMbhmRIYS6/VIEmNBn0ZNMrpQaOWwiI557IG6/JyDUtBNfgNwb27Umthpd7Cq37v8wk/h4p7NdPYRrjzwDgevbgkf3djspRK7dW8ePWBuCqDRrY85QYDQcnpTJ6iG76YM1HKidlVpIq65SNnpctTlIkxO6p4GimGOT0M6kyIgthUMazTKDdcjObsyGfT5KmnrpVRcsxA8knOuimFtORYkZl3IzZjBYQ8dXT3qFzfPDPltpouT0lPo0GeRnS2R4F+73gBecuMGOF528TR3aPwOfDNS2uvvCY8DSsMGhlMg1JyK01XBrH5SkPeA0XHhGWwqDwVqdMI7ztRp0Eem3jNixnh9Brdj07AQNT1NMLsqbCC/Km5Mn7inV9PsGDf5/jst65JOTNy3ZT24yHTCP8ugoYYGBlDoj4qDro3j1LQaLiot7xQAnb9SEBPrdMI7oHxgo3pUi41aJSD63BhsYZKw5XSkjqIR+SplOd1sdpCtemh6Ji4slyXktPBqZBpPHllFU9eLScSWhYChtGuM8QwYMiCxgSurjTkDUWDks/FQxIpmFKyWCJBI5jZtzPC6QamAAAIeSorBZMGvWIwyALRQbHpKe2xM+SpXaOqPJUMLheCB3MlJWiM5C3YJguYhiulN4JjJYPGyWuruHn3KBhjyFkp8lQwIAumkTTCi07IQK6XG9gd238gWhUNROWpaoo8lVWnIZnGRB45hWk0Wj4KtokX3DyDyaKNX//wN9umTPo+x3KthYmCowTKdCOcrket6cn9EUxDlaJEYkP4WpRpUAKGbRmRbD5AMcINA8HpCjyNIJhYQaV4avaU6Hbg+RwPnFnEZ751LVG8+ZXT8/jxd35dDnzEdgHh6zRispQaPFdqYcucZx+cxPFOg8buWNAohBOzhhJA04zwcsOFZTDkLAO7xzKChpSnapJlAFFP49JSDTMjuQgjVUF+xnNunETLCxcN2x9kT63WW/K74/tJ52Sx2lwzNXc7Y6iCxrMOCF/jm5eERKVKPW6Q3giImViYwRNmsRgslLJKjplZD0EDWikmTwHpsxcpT+Us+Zn47DwXDBzxVFoKAuPFkB2keRpk+qkFSLWWJ1lV3jZRabioNr1UTyMRNK6WcXNgOubspClcD+Qp4WkkU26nSo58fb7SxHRQ9wAgHCCpTiOVaYjvGcuHiQP1jFqBy8t1FGxTpMoqTEMENgNTJQe/+b3PwsMXlvHHn3sKWSg3XfhczGZzGUY45zwSNKpNT2ZzLVSb8t4oBP6FqtfHU25JYnRMA3asJ5WaHm4G96oXm/hk1WmogYnux3g6OE1GKDuo3vJk5wB1QE7zNEieGi/YuPfINE5cWmm77galuB7dNSrPWa3lS4lPZRq7x3NYrCTlqWrDRSlngTGGPWN5XEkp8CNJ7cJiTT4PACJLFV9armPfRB4FJctOBUlTzw0KcR+/vILRvIWJ4PlbrbsyaMSbK5JkxzlSU4KHBUMVNMjwJYlGHVjjD5yaxUIPxsyIGAgsgwW+R3oKLD0gqUEjxdeggaTomKERHvM0crYJ20gyiJV6C45lyNk+7X88uKTKUwEbAMQgRjRd9WKAIGgo212utXBttSFnhnkrOeuut3xhhOesVKYhgoZIr1yoNDFdiqYMA+HASN+7UE4a4TOjOVSbboR5pDGNvRN5wYqUGWS95cnr8l137sX33LUPf/jpk5mV+08HBYC7xnKZKbdi0amwYrzWdGVg5zwcIHO2Ic8rfUfONiP1GFJqslgio0xNuTVZmHKrSlpGxNNQK8IDqcvn8tqoWj4QzpLpPmy4vgzslM7KWHg91UnFal0wjemSg2OHJuH5HN84t5R6TmnbedvA/smw1qHR8lDKWTCNaGDdO1bIMMI9ed/uGsunFtCRp3FxsSqZ943TxYgRfnmpJiXXtGeV/JB7Doug8cSVVUwEBbx528BKvSXPZXw/VZ/n+qoOGtsCoXkZehjBcwTXD41H0XsqeEj98KHeHQwENNDaJkulmVSXUHLCgZwyQdJuRJo1l3IWimmehhvKU/HtrdZdmXVCcGIyVsP1pGGuDqi1ZpihUnBM2X5hLN/e0zilmODifETPK6AY4Y6Z2ntqsuig2hSdTT2fR5iGpSQh+D4Vq7HAIKX0WvH/zEgOtZYvBz+DJT2NS8t17BsXA1LeMpU2Ip4MeADwMy+5Ca7PceJStAiU8IlvXoFpMLz46KxMuY17GnSsxDQqCtMAQvM1HwSIlpthhLu+DBCOaSZ8HtnyxhDtQoBYym3QsFB2ufVSmIYbMo14XYNcmU+29fAwFQR2YhqTRSeyIBXJVyu1FhbKTUyVHDznxkkAwDfOZZvhl5ZF4WVJyRwkv8kxDTRcT2EaeVSC5IL4eSc5eHbEwUJMAiIGKAZ2F09cWYFtitb/NFmiNVf2TRRQsNM9yPMLVUwU7dB/aXoYD2S0sbwtmMYiyVPRyct8wL7Ez8Nrhg9V0Ijr0K7H5Wuez+VNZilGeMsNPQ1Ka6VB0soooktjGsUggKRVCKcxjYg85YbyVJzZxCu4AaFnq/t1eSkcEOJMg/Yrb5mSpq8lT50KGvyRnJCVcpuzDSFPpaQPj+QsVJqe1HmJBQLRVig026bssCVlmVGDAZNFG7WmK8/57rF8Up5aqmHfhPh8zlaNcB95JbDvDYoxr6ZIG5xzfPzEFXz7kSlMlhzJNOISBs1mKQhWFU8DCKuJ85YZXE+FaVim0gJdYQ2RivBopp/IkhJ/owALIFyEKaVOQw1A9Qx5alkyDcqS8jEj5SlxfqZKTthmvhX+neSpqZKD0bxYzOvpNi10qPByRMkcrLsiHZruPdpPukaUtUSoNF35vM2O5oQEFCsG5Vy0+geA+59ewN7xAnaN5qWnsVJ3UWl6onNApjxVww2TRUyVwgy6iYI47tG8hdW6K9lkkmk08Ixg+/EMqnd88XTH1fODjp4HDcbYaxhjTzDGTjHG3tLLbak6NOfCw6ABTzWpo3nx4cNLGUokBdkmS22NTgOYKvPQdtJmLzRrLjqhpxGRp2T2lBEsAhVuU6TIRplB3NNQpQfV06g2Q3kqrzCNpBFuymU9AeFn5KxQTkjLJCJPo5gzU47FkAxkPnh4SPoDwlYoLSUbiAYLmqFVmq5MUa4Gi2cBwJ7xfGSQabo+5soN7B0P91XtPaUyjfGCDccyUqWNk9fKOH29gtc8c0/0mGOeBunmY3kbRccM5CmFaSwS0zDaGuFqAoZtssR6GqE8FTINNyaxUnsRINlGBBBdnon5XlqOy1PENDy52iIFdmqlM11yIp5GwTExmrOkEU6B88bpokz5jsP3Oc7MV3BgsiClQjLC85Yp073p3tozFp08yPPeCFPc6V5SvQqahNGg/eTVMvZPFDAzksNyrYWm68sCw70TeRQcM+FXASLoH5gsgDEm70nyE0fzNlYiRni4j5wLGZYkXbVWo9b08JsfeRy/9N6HhsIg72nQYIyZAP43gO8EcDuAH2GM3d6r7alMg0zvgsI0Ir2npO7ro+GJzJGJIDWVmEZWkVRFYQ4Eqr9I9TRaLnJB24disD/lmKQjWkyEWjRhte4mPIi4p0H67YHJQoRpqJp+wTZkQIsHobjcdWqujJtmR6TckcY0KGgIRuGGqZuuh5wtvI6KsjCVyjTkNpWBc0/wgJIJWm0IzVs83J4M1PQg00B9daUOziGZRt6OptwWnPAWZ4xlZt58/MQVMAa8OggaVAcRl6fKCssUGWLp8lTBEZOARkSeCmUoV02ftdTW6FF5yjbC4j7P50rrEQZTSdxwlToNlUVTsE3KUwHTaLqiP1aQAGAaTJ6f6RFHrikisqtMjOYtLNdaWKw25TW9caqUGTQevbiMpWoL335kWjKqsipPWXSOokxjMaXjMWUe0uRObddB9z2tPw8A+ycLmBkV+zhfaUhGvm+igLzyPBB8n+PCYk3WZNBERMpTBRsXF2soN1yYBotkT602xHk8NF2CYxqRgEaNTJ+aq+C9x7d/X6peM43nAjjFOT/NOW8CeA+A1/VqY5bBYDDBNIjeU+aP6/sRc1FdAa/p+siZBiaDGQUNtGq+uwryNEZS5KnU7KlgAAQAw2ApPoAXWVNBZRHlRkoFd4xpXFysgTFBzeN1GkUZNMIAFw9C8eK+k1fLcsYEJIMGLSObt00UHQs+D7OMiGmUglRcYhqqpwGEacPN2AyTsk7KTRfFnBlU2odMgx5kkoTUGg31WGjioDINANg9mk+Vpz524gqec3BSGtz0XXEjvKywzEIQNFZqLqZLDiyDhUzDMmU9jZqGawZtQdRjV699U8pTIdMgBuFzLoM7MQ1VnkrLnqJtX12pR2a5FOgqDU8eYz7wqChoUFAQXROE7DhWsHFhsQrP59IDuXGmiOvlRmozv88/OQfGgBcdnQEg0tSXqy34XDxnFDQa8clDjGlUGp70A4lpqKm0tO1D0yXpvRDTAIQxTcsZ7CdPQ+mi/MefO4XPPXkNTdfHgYBh7w0mIhMFYhqWlOFunh3Bat2V55SSOKZKDmZGnAjToPVzdo/l8HufejKzc8R2Qa+Dxn4A55XfLwSv9QSMsWCm6cmK2mymETaIozUNSLvMS3kq3dOopngaNLDSDfGpx67i774umrlVmm6ClVRiGUc5W8nocqNMIylPsYQ8tWs0h8mik5Cn6PjzStAYa+NpuJ6Pi0s1uRohkJSnmp4vH/p4saJYoU4EE9fncu0CKjAMjyGLaYRae8mxZNFkOcY0yAwnyUFlGkDYKbXgxILGWB5XY32LLi/X8PjlFcky1OOOSxjqcrlF20I1kKfGizamRxx5XYXJS8V9lHIbykeiIlxlGnF5StwDpmKEu16sYaFqhPu+4mmEvglNYnwedhcAQqYhpCKxzZwtvKhwmWAx4FIX2pxlYCxvy5nztMI0gHBhMhWff3IOd+4fx3QweBcdS7JPatJJciNjYVbaUrWJK8t1uc6LKk8R01B9AykbFmwcCGoq9k8qQaPcwCMXljEz4mDXaC7iaXzuiTn89sefwE+88ziAsDkhJVdQuu1Y3gIpx8/cPyb2k2p0iFGPOJgeyUX2jYLG295wF+ZWG3j3V84mztOHHr4kSwUGHVtuhDPG7mOMHWeMHZ+bm9v099GDTkyDBpGIHmxE12SmB4JuDpk9ZbQ3wtXZu2QawaDx7q+elTUB1YYXqR4fyYVMgwetIXKWKeWpltKhdCWl7UdcNru4VMP+iYI06ghCnrES+5rwNJTsKRpk0vwaGkzqzVBuIVlOpm4GTIM+fy7IRqGAqB5D0w3lltnRHBgLH75K0Eq+4JjgPBzk9sTkKZKDiGmQtEgPc86OBo1dYzlZ9U+gvlRU50PIWWYm06BMODLCx/J2JK1YFmt6okUGpXHLY8/qPSWDd2iEy95TPFan0QHTUGe1qhm+RDJgU2EalhmZCE0Vw4ptSgsfK1gRoxwQngaQXMhrqdrEN84t4jtumZWvlXKmZJ95O/A0gqCRt0zJ9herLfzUu76ON/3Vg2JtlUZohJdyFgq2GZGnyo1gHZycJb24AxMFzCr+xyMXlnDngQkwxiJ1GsRa/93Lj+J1d+/DsUMiI4yYhpo9RXjmvnF5jEBoyk+XHEzHmMZTc2XsGcvjRUdn8cx9Y/jcE9Fx7upKHW95/yP4w0+fxHZAr4PGRQA3KL8fCF6T4Jy/nXN+jHN+bHZ2FpuFZBpemOYIUPYUh8EQrIAXNcLTPA3LZKkV4eWGaLlN7R0AJeWWbsR6S97UlUBqIZDeD4QVwDkrKU/5Pk+Vp+JFgBeDNMKxvCUK1IKBRKTFiu+kLCLTYJEAAkTrNNT0UIIZrBhI/YHof1HcF2UaFIApiF5YqMoZaXybKtMo2CYmCrZkGqRh076SFJGQp5bqGMuHCQaUxEBGavxY94yJlE5VSqGZ8+GZUuS9asdcgipPFYN+YytBk0OS4BzLkPeYHBCV/SB5UWUaMg1ZaY3OGKScBSQ9DcNQmUa0Ihyg4j5fSn/EylqeL7PAKs0o05ADs2NG2sc0XbHErMp6E0FjIco0vnTqOnwOfMcz1KBhyQFWBA1TCUoGCoHP8bETl3Hi4gqeulZGrSWkRnUiMzsanc2vKgxwv8o0Ak/j3HwVp+bKuDOYGOSVlFv67E++6DD+4Ie/TR7jPulphNlTdL1uDlJySUajtipCnkoyDbq37jkk1tNRJ6O//fEn4Hoc//m1t2E7oNdB4+sAjjLGDjPGHAA/DOBDvdwgMQ0ZNCzKnhKvhbO9aMNCxwo9DZqd2qaRmj1VVdL/CCSDkPa+WhfV15WGG/EWAETSVOVaC2rQCOSpakukEbbzNHyf4/JSXa6wx7nwA2hfZJ1G8P9o3pILRxFshWmohWjR82rKTKKalGDCQUauKR3IU/T62YVqZAYebpNF2tI7loHJkiM9DbFolSXPGz2E0giXnkZNLpBD+wSEM0A1+AFhLY5qhp+5XkXBNiOtWuiY42mZtIpbzjJQsC1ZpzFesOWslmQoJwjujSC9lGCZDC2XR46dWtSrdRpUJU5BQ2XLovdUaIR7XrT3FH1HvenJAYuMYNW4ryqeRs4yMRJMbkbylvQDxaAuUqxVaZOC5GjexnTJSTCNzz8xh/GCLZctAMS9P18Jr41jhXUaecsEYwwTBVt2a256vmSCal3UzIgTYxphML9t7xjGCzb2jhdQdMQ99NknroHzcAkFtVfcal2s1jjiRJ+z5xyaxHffuVcyDwom+ycKUm6lSc68ZBo5yTQoOeTp6xUcDrrzHjs0iVrLw+OXRR+0h84v4f0PXsBPvPAwbpyOTloGFT0NGpxzF8DPAfgEgMcBvJdz/s1ebpOYhpSnnKin4ZjR2Ri1EYkwDTXlNqNhXZqZLEz48EYERIZHpelJGQcQFL2iyDmAGKTj/YfoO0Zy2Z7G9XIDTc/HgYmC7BpKA2otRZ6K7zcQ9TTUTB8VYvW+sHssfWfoaXjy88IIF9tZqrYSJjggeipFzGDLwFTRkYZiOSjmov2/vtqAbTI5u6Uq7EtLdRlIAIVp1NKZxq6xaAEbIJjGjdPFRDDNpTGNIJuNMaak3Iqut3ScNIGgIFBveYmK/khFuBky21CeCj0KCgZxI1xtI9JSKsKdCNPwsGc8j6JjSnlKrS9IMA0nlIAcM2hd7vlSdqR+UUA0I+5gLO3W8zk+9+QcXnjzTESaLDqmnNlTskAz8H0osNL6Ly8OZK1HgzVy1IlafDZPnkYpZ+FHn3cQX/jll0pDfGYkJ5tVqkyj3hLFpSt1FyOOFVEOACFH/dG/erb0RWjytm8iL6VsYrQL5SYKtpBTZ0dyaHo+VuouFitNLFVbcvGoYzeKSvOvB52B3/qRxzAzksPPvexmbBf03NPgnH+Uc34L5/wmzvlbe7096Wn4UaYhek+FDyI9YE2Sp0xDapdSnjLSV0ATa2lEByPSSVWmAQgttdp0I7OkUk5lGjTLi7ZrV78j1dMI3nNBNusryJnQat2VLSdCI9wIvisagIBQnqJ8fdqf6HmNrogHiIAcehrh8eQsM3K8aUGDJDZVnpssOUp7CxdFRZ6arzRRdCypg6/FNMgIjwc/YhrXlAyqM4p8oCKvsCuCqq0XHcXTKNjS7FU7CrRowFWYhhMwWGKUtjKRUY1wukfNtJRbK1mnke5piLTrveN5KU/RQDdRtBOeBk0qRnOWHHQbLT9oqmlKXX8kZ0UC4aHpaNrt156ex9xqA9/5rGhyQbz1jpMi4U2WRA3Mf/luIdecCIJGUp6KZk/RksmWaUR6tc0E99/+iYK8RgVFektbYyYNYwrToOUGFhVPg4Io3e/z5QZOByY4rQOyZzyPA5MFPHB2Ad84t4ivn1nEm196U+pkblCxffa0Q+Skp0FGuNrsLdR9RYGZaBNC8pRjGdg/UZAzV9syUK2lF+uVnOSpKwSFaK4X5sfPrTaCdEGFaShN/tLkKWJJWUHDCSrHOedy8Ns9lpc38GrdDdlAUKdAD2S8JQltGwDUPknxwVaddUeYBlX5NsMeRjnbiDCrqRR5yglm1WHaqYnpkoNvnFuC73NUW0l5igLReEEUWdWaYlXDaNAgptGM/E6Iy1Ou5+P8YhWvviM6uNExx9NIVxWWWXSEPu/6PGjZncy+U01eAiUyND0v4lmocmjL8+X9oHoakUaGsYaFiTqNoLCwYJvYO16QmWykw++fKGButaGw3ZAhjuQt5b7wZFNNYrPxupsbp4v4x4cuyknDhx66hJJj4uW37o68T+0MnbcN5OzgHAVGOwC8+aU3o1x3cdPsCEZzVibTWKg05XlaTfH+1PcCwF03hIkO5PXV5RozyclUHCHTKKDkiOaTdC7VYkeSY6+Xm1KyOzwTprAfu3ESX35qHrZ5BiM5C284ptq+g48tz57qNjKzp4KKcMpQAsKZnSjuE+/7yC+8EPe9+CbxdyO991R8ASZCwRHN8tSBZm41g2nE5SkrW55KYxoApVSGtDxkGi3pO0h5yjFTvwsI5YxoR9borSFm3TGmEVSEA4qn0fKDLJyo/hyHbQoWp8pTB6dFvv+11QY4j5qx8+WmDLxjBRsrNTes8B2P1lYA4Ww67mmM5CyUHFNmAF1aqqPlcRxO0ZNFdXlSnqJzWHRMmRo7lrfl4ETblHUarhfZD2oDo8qlQBhIAXG/xuUptWGhbRiyNbrvc3AO2W5E7aRbk0EjjyvL0Zbe+yYKmdlTJSfKNCjBge6xtKDBOXB+oYaG6+Gjj17Gq5+5J5HyrE62RMagIZd7pWv3oqOz+M5n7QVjDIdnS3Kp3lKMaQBh1lI5pQiWMBO8907FW1E7OKQlm6SB5OsDk0LKnCg6kewpOid0H8yXG3j6egWWwWTtBwA859AU5lYb+PDDl/CGYwe2FcsAhjJoiIrgtDoNVzHCAQSL5PDIDTtRdOTDIhoIprcRKaZcaMrbV9Ner67UI94CEHgaQRV1RJ4ys+SpZAU3va8WpL8WHVPe+Kt1NwwaKUZ4HHS8anuOVE9DGuHhuaUbXq3TUGesQHKAAcKqdlpTwrEM3LZH5L4fD9adVplGuREG3rGgKjle2KfuN3ka8eMAglqNgGlQsRZlAKkg1qqirMhT6oA4VrDkYKEmUlAgVvdDTbm1lUmM2utMZRpyEaYg5dYyROYUZU+pLf/p+wHRgdfzuZCnJgq4ttpAy/OldLd/ooBKM2Slok5DMcKV+hy1TgNAIiOOTNyz8xV8/ok5rNRdfM/d+xLnVGWgVBFOTCPtWh2eKUl2NRJjGkBYFV5uJNeJib/3TiWlWl3KoFN56pbdI/jvr38WXhtIbpNFO1WeoknStVURNA5OFeU1AYB7AmOdA3jjvYfW3O6gYXuFuA6Qt0XvIZqx0Qyv5ftoKU3dACXt0wsXoFFhpSx2BFCb5uQNnndM1Fp+pBfR+cWanDUTSjlRJFRrhd08qdAJCIMGMZYk0wiDC+Xh522x/gcQMA1lBTn6O5Cs0aDzAEAakur7CWrNQl2RpygBIF6noc4o07OnjKg8ZRm4bW8QNAKTsJQzY7UwIdNYqDSlXkyFfWI/o55G3AgHglqNIGiczUi3pe+KF/dVGq4MMGpG3LiSckvnjmTEeivslCqPPcgccyKyFZMDJDEEIPTffJ/LwRuAlKdIopIyl+xGG9YTTZUccC4mMYvVJkyDYfdYHpxH/Z9SiqdB9yHVaQApTCNovfH+By9gvizapr/g5pnEOY3LUxQ0Gi0P+dHkfaJeF/V8y1YigRnejmncfcM4DkwW0plGU8hTadc/DsYY/tXzDsrfJ4qOIk81ZCCdKjmYHc3hdz7xBGyTyU7AhFt2jWKyaOPZBydxqIPtDhqGLmgQ06DZl+xy64nMEyfCNMIMnpyZDBpCY06pCG+6qZ5G0RbZNCrToEEp4mkonW6lp2Eb0m9pxeSpRO+pyCAfBgcaTEQ3z2gBYsg0UoxwRZ4KPY2YPGUbuF4W31mTRrhIFaUUYmJOedtE3hbBxOfp8pRjJVtpzIw4mCzaeODsYnBMVjRVORd6Gk/NlfHOLz+NZ+welRW8Yj/bexqAYBoPBq28n75eQdExI8vpEuheUqFq5+o9MJa35UBKerltMnmN8jEjvNYStURqwoFqhKt9w6i4j9bHINZKRnhLrvIXBI3gf5q8FBxTDoonr5WxWG1homDLCcSCUqGtFtCR0U33s8o0pmLXdKrk4NsOTuCjj14BAPz4Cw5FZteEeBcFxzLQ8JK1LAR1MI8Y4TGmsdpwZX1GHC+7dTdeFvNWQiO8c6YRx2TRxtPXK0Grd196d5Zp4B9+5vn4T3//CL5yeh43zY5EPmcYDO970/NT65e2A4YuaNAyjmFxn5o9FWUatsXkGuFpTMMO8ulV+MGDmypPOSaurLRkZs/MiCMX/IkwDarpaHiKER4yhZZihDOGRIBSPY1qU1Qb26YByxDrUqzWXblsJWmpkmlkpNwCUU9DzYyhzyeyp4LvLAYV7tT4LmeFwWS14WbKU/E6DcYYbts7hq89vSD3VZWAJNPI2zi/IPT5P/7RZ0dSJSlLKau4DxAFfldXGuCc48z1Cm6cLiXSbcXxpfSeqocThqg8ZSNviy6wkmmYJryg06xqhFsmQ6uelKfUtd/VtUBMhWmoTRgpq4pYdTx7akVJO759n2BxJy4sY7nWxETRlvfhvFJsR/eHKk9R8HGUrgnUyp7AGMMHfvYFqDZdXFoKm/7FoU4CCkpxXy0WWAlHFAM5YoQHRXuUdltutDCaH0WnCJmGn9qqpxNMFh08WF2SS+ZSwR8A3DBVxF//1PPwuSev4e4bJhOfVd+73TC0nkbcCKeV+2g2DwgzsdlWngpTbn/pvQ/hT79wWs7gs+UpT87MjsyMyHqCaJ2GyjRCTyMuT1GH23j+uMoMasqMlDGG0byN1XoLT10rw2Aifx4IB7h43ykgDBqNiKcRT7lVsqdifkkpZ8WOJQwmBgsNRBXx1ug0QN26Z0zKLUUnKk8R0yCJ5NY9o7KVebif4j0kucRThwHR36jp+liutXBmvorDM+kDXC6Wcnt6TlQnUwZWXJ4CxAqB9x6ZFscYrMa32nAjxZLkdbRi9x15bEB0LRBL8TRqTQ9FWxw/TeTpHFpxeSq49wqOSJU9PFPCiUvLWKy0MFl05D2ZxjRGc2HQIMabC2qZ3vnj9+ANxw6knrOiY+HmXaOJSQch3p6GtlGuu6mfORRcG8c0Iueq6IiEBlohr508lYaCwkibnr8hpjFetLFcbeHzT87BNhnuvWk68nfDYHjZrbtTJ03bGUMXNIhpyDoNpcutyJ6KygGuUqcRh608xF88eR2f+da1yHrfcRSDzpn0kGXpsdI8brjR7KmUoJGWIhtpE6FUfQMiKKzUXTw1Jww4ehCliVxIr9MAArkrI+U2wjTckN0AwhRdqDQjUpvYpoWpkiNnwPFjaMbkKQC4bW84WxzJWbDMMJjSIEcD9L9/xdFEQKXrvRrk7cf/DoSLbV1cquH8QjXSnFEFdcyltix/8eUzcEwD3/ttouemyjRo0Pmt778TP/zcg5FjohXlCI5pyEaZdux+VOUpymCTRniQikzBhF6nc0hJHhQ8VmIFjnfsH8eJiytYrAZMIwjCC5Vm0ComNMJLiqcRylPiby95xq7E6o+dgq6hbYpUYzpHlWY60xjN25gdzUW8EMLMaC70NNoY4Wkgtkby1sbkKQdNz8fHT1zBc26c3HZZUBvF0B1lzhJpkDSAEcWn3lORmZ3SyiJdngof4pVaC+cXq2HDutQ6jRjTmA0HI/WmV1f5Uwda8mFIEsvKH5cplQHTKEYGL8E0rizXI1rqzbtG8NbX34FX3r478X05hbmE8lTc0wiDRq0ZzXSZLuXw1Fw5cc5LOSsiB8aPgTwNygYCIM1wIPSB8rYYvCnwfc9d++GYBl51e7K2wjENMCbW607TyIGwDfv3/8m/wPV5phkp22h4Pup1D3//wAV8z937pP9B90DRMVP1e3qN86jcJ489xjQcy5CpyyqDVIv76s2wnxi93sySpxRPAwDu2DeGDz8s6ifu2D8eYRp0vW+YLGIkZ+GowhZUT2OzoOeA7hH1+LOu1+GZUmKNc0D4GtdXG7Iuaz2DNm3r2qaChng2z85X8cP3HFzj3cODoQsaNFuhwZ0eGNfjaPkcxdjMruH68HyeSo2tgIlQa+hLSzXZtyeNadD6CqvBzFItOlPlqZEMeYp5YetxAJkGHckPVPGrPmy0SM7p6xXZhgEQ0tWPPu/G1HOmehqUfpxoqWFFi/siQWPEwf1nmmE1eXANbphKNyaBaPaUOnAc3T0iu7eOyEFZsCcKInvG8/ixFxxO/V7GmMx6SvMzAOCuGybwS6+8Bcu1FiyT4VUpgRQIB7ZGy8ff3n8etZaHn1C2S8F6PIW9AfEBMcYoXD/BNKLyVNLT8HzR6pyCFr1O10VWkAcFg2r2FAA8a79IOa00PUwqTGOx2pTXc9dYHif+31fL7QEhY0mbWK0X9ByQXJfrIGj8wLMPyLUwVMyM5HBqrhxpV98paFuSaeTWz5xU2fXFtyQzxYYVQxc0VI0UiLVGd+PFfUx6FGkPhBNkv9DD53PgpCw0St7gBVuYekvVpqTVhFKKp1FRs6csU/bqV1NuUzOPYhW/xZhM8vD5JTRdHzfNdpbOF6/TSHt4ae1tzkVdi7oi3vRIDovVpky7pWvwP3/w7sxtqp6Geu5zlombZkt48mpZBnw6PjWZoB1EyxM/Ve6gbf/Cy4+u/T3B56stF+/6yhk8/6ZpaSgDqk+UPuCoASFSp6G0UFFnxyqzrTUVpqHKU00XBVvo/JRVRZMMVQa0DJZgGs/cH9YpTBQdeU8uVluJZo30fZbBZEfcLJ9iPRhR2COA2LVPv14/eE96xfTusRy+dOq6nMhtxNPYHNMQz+bsaA63Kwx52DGEnkZYDCZ+F4foBSv3RYxwM5QDsoxwINrg7fHLQdBIS7l1whtxNG9FgkakNbrSeoM8DccyJIMI24i0MJIqT0WZRiEmT1FLjyOznWVoxOs00gZbeq3h+pEaAkBkiXEeri1Ns0iReps+0DgmQ8v3U/2k2/aORYxPmaWVcs7TQPuate1OQYPkty6v4vJyHd97d3T9sLjHEoeaGaVW2Kut0SMem5I9VXfDflWmYoSrhYJm3NMwotuIexrjBVvWmEwUbXm/ej7Pvk6WEcpTGUF4PaDnQK1lIcQ7K6+FZ984iXLDxb88NQ9gfUFDylPBPbux7CnxmRcdnUnNvhtWDB/TICM0hWmorRkAChphRXIc9N55Zb3ib11ZAZAlT4nXrq002jINtfVG0xOmMq1ZAXQgT6ltIgKpgaC+P54fnoV4nUbajDKnSDUJeSrITyfduRPt2zYNcC58nfi5f+PzD0W9DWIaKewuDXk7OjBtFBR8qEI9vkhTUSYXpD9GTgbTsJTlXlU24gTsK95sUk25VT2suBGuMg3bMmRWlBrg79g3jrPzVUwWncg9nHXN1OaQ3fA0irG6ocg5Wuf3v+joLBgDPvroZQDphatZMA0GxzJkyu5GmMb+yQKOzJTw/c9OzyQbVgxd0CAduNKIBg3qEBrNnmJhtWuKkUnvXYgEDcE0UntPScpbx217x2TaYtPzE5o2mZ6XluuyzYEdL+7L6ImjrvIWb1FCM6bJot1xql+8TqMd06i7nqg7iDENIFxFrxMZg1hVpeEmgsazD07i2QfD3PZQpursdqXBLcvT6BR0HMfPLCJnGTgay62navgseSrL5CVG0YonZhiUmBFNaTYjxX1uwiBvxjyN+M8qE71j/zg+8uhlTBRsuf8+z57lC6bRPU/DMg3kbSNVnlpvkJ8qOXjW/nF89bRgGuv1JQq2KSeEG8kGKzoWPvMfX7Luz213DJ08lYsZ4TR7aXlZTKONPGVEmYbBwqKxtFkvzQDnK0252NHMSA5F20zQ15GgtuH+p+dxz+Ep8f2BhkwDR9P1U1NuHeWYako2DRDWYXTKMtTvo5TbtIeXgnG95aHuRk1majd9cZ1MAxDXKS3dWUVYD7JeprG525uO46HzS7h931hiyVq6vrvH82kfj3ka8dTalJTbIJiEi1xFGYXnR+Upigvki5mxe1vsY/R6vPTWWRyYLODm3SOyAFM91uQ5MLvqaQCCddMxqN+5EWb44qOzsj38epiG2J4hfcT1fnYnY+iCBg1u8ewp6Wmo2SpmmOaamnIbvEYLA6kDcdqslwY3zsOZy+xoLrV6vJQz8a0rq7i60sBzg6Ah9klk0GQ1KwSSa0Cr+0LbXVfQiKTcRquXCTnF06g3k54GAFxcFEGjk4efEhIqTXfNIFPcKNPo0DjPgrrc6bP2j6e+531vuhc/+5KbUv+mBgR1Jq8eeyTlNggmaut5IJSdSEpNyFNB00eVXTgK21InLLfuGcOXfuVlsqI77jHE4VjhwNoNeYq2mUtNuV3/97/oaJi1tN46CTkZcczUWiKNdAxd0EgyDSV7yuOyLw8QNSrTHgiSi2j93zuCgaNgp99kacVeu8dyqWyh5Fj4RtD/6HlK0KAMmnZphKqnEe+gSu8/0mHmFJA0wtMMT5VpxFs+jOVtWAbbENOoNJKeRhwFmT3VqREerQXYKNTjuCMjaNw4Xco0UR1LNcLVOo0gK6vhJbL5WkrTSLoOFAzKjaixnVWnoX5mLYkuXFs9/RqoLLBbQeO779yHl946m/jOjTCZZytFdev1JeQaMxssVNypGDpORjdeue6GLaRZ2EYkIgeo2SZrGOGmwXDLblGtnGaCA0gU2QHAL77yFslUVJRyFnwuvIebFVZAmTXENFJ7RQXHUG95aHp+tJ1FYIqvp7dNnGmkNe+jB6zeEu031HNgGGIZVkpf7CTLxlLkKbVLbRoKNjXR6zzlFgiX+t0o1OPIYhrtQMulxr+L7sF4ujG1Rq/HmAal1kr23EH2FG1jLbZFgTiLaURWHOxS0PiV19ya+p0bYRq2aeDem6bx2W9dW3dQa7fGjEY2hu5sqcV94dKuhpI9pWrICp1vU9G7EHgUlK6YNXgVUmb8t+5Jz9+mQfeeQ1ORVhei8IsrCzBly1PxlEoAeN7habztDXfhO5TCvrVgmcIQbSrrJsRBg8fpuTKWay3cGstLnx7JyaDRiTxFbKnSiacR1IRkBeusfd080wgL0OImeCews5iGlT4Q2zF5Kp5aW27QwlpxeSraGl3dxlpMgyYcnTGN7ngaWd+/0Wy3X3jZUTz/pul1p73SNdFBY30YurOVUzwNYhJmsAJfy48terMG06D3LlSaGMvbOBh07sySSeL1Eu1AhWqqnwGEq7qR+diuIpyKmtTtmgbDDzxn/SmAtE54I6O4jx6w+8+I9NM7YzNvtQixkxkfDRZpKbdx3HtkBk9fr3Q8k6R9VQsQNwKagNy2N2mCd4IsIzy+emT89XI96sdRLCjX28tTqqdBMuyaTCNWbBcHeTGMReXcbkFlMhsN8s86MJ5Ih+4EdG7SaqE0sjF8QcMOUzmp6MoyGJquD85jD2nGjI9AQWW+0sSu0Zxs95xluKUxjSzQw5oIGkEjv6z1wcV7qCFdVK7YDBxTXUEtO+X262cWYJsMt+6NtqFW1wZYizkA8evQfv9feHQGL1QMz7XQbaaxEWkKaFenkc00AKVnlBywRR1PPLlDdrlNq9MgeapjppFhhAffk9ZaphtwMgJrP9BuNUuNbAydEU4Pp89D3dw0maT8Vsx4JKQa4ZQ9FTCN8YKNsbwVqe5WUYzUS7S/EXeP5TBZtBPtB2xD9LtqK08ZUaZR3KR2D4iBu9Eueyp47fxCDc/Yk2x9TWm3nQ4uEYlmA7P4dgiZxubOy3jBxstv3ZW6bGknaFenId8Ty+YDwpbm6iBqMpaUp2QbkZR7u8MMstDTyGIaFDS6L00Bm6sI3yzomqQtF6CRjaE7W5GV0IzQ06CMFNX8jrZdSN6wtpIfT1W/r7htd3ZXVGXbaxULvfmlN+NHn3djQvYgeerKSh22yVJbVFA9B81IN2v40r636z2Vj5jCE4m/U4Fip7p0fPGhboL2dbODkGkw/NmP3bPhz3ciT0VTboP1N+i6KvsvmEZMnkoY4Sny1FpMI9eeaVDRa7evEaGT3lO9Al0TnT21Pgxd0FBbY6vrCxDTyBqs0jJ+1Bkh3Vj/84fuzty2YTAUbNEefa2gIZYyTa/2bno+zl6v4oapYmb+uG0aIdPohjxlGag2Xfg8fdapDsB3pejHtD52pw9+L1I5w+8LmEafZ65xRHtPJVNuAcQ6FIif4y1wgCBo1KNyZLKNSEr21Foptx0zjR4FjYwixH5AylM7ZB2MbmHo5ClqjQ2ED61pMJnGGCnuU4uhUiQS9e+dthkobjKNj+o0zsxXMhcHAsQgH+9iuhk4Zvh9qV1ulQc6zXQkI7zTpnZZ3lI3EDYs3Nrbm47RMY1Ehly7n9Oy4gyWLO4zY11urbTsqTXujbWYhupp9AKMiR5QvfJM2kGn3G4MQxc0gHDQo4fQMpnsJmtnZa6kZk8pclNGU7qsbW+0LQEZ0ucWqjLFNw22acglTbvjaRjSWE9NubUEg3MsQ9arqKCmhZ2az1mz7W6gW72nNgs54MaCV9Z9Z0l5Ksk0rICBAqEcmVhPw1y/PLU202gfVLqBnGlsurnkRqCL+zaGngUNxth/Y4xdZIw9FPx7ba+2FQcNGpbCNEJ5Sp3ZtdfV1fd2emPRutZpK7l1AstkuLxcR7XptWcaZrjOQTceOJW5pHkBxOBu3zuWemzT62QaarV095lG+9YY/QJ5T/EBVz32tOC5Wm/BMY2INGkos/B40V/b7Km1mEaH2VO98jTouzeb6bYR6OypjaHXZ+v3OOdv6/E2EqDBgoxu2zCU7KmkHMBYlNoT1JlbpxkWBcfc1E1omwYuL4se/22ZhtITqNOeTO3gmEbqDFfFnrE8vv3IdOrfiGl0OiNdq0ZmMxiUoAGI6xmfxUd6UqWk3K7W3UTwpY/YZrg2e9uKcKtLdRpWb+UpQFz/XgalLGimsTEMZYhN8zQqwYCo9p6iACLM82TQcDbANAq2ibGMRXk6gbrNdkxDHXi6UqehrJuQta7BB9/8QuQzCuYKjomSY3Y8uPQy5XaiGLaH32rYJksEr7R2H0A4SVmptxLXlD4TNcfF/+kr93VohMveUxlMg4JGDwNwzjJ6Kn9lgYo/NdNYH3od3n+OMfYIY+zPGWOTa7+9O6AbkB4cywyN8DR5KmugizCNDj2NI7MjG2o5Ed8n02DYP9l+jW1CNwxfxwo7/mbN0MeLdtuHe3okNxApty8+Oot/+Nnnd7xyYS/hWGbi+mRJc47CNOIMgeKM6l/F5amsLrftcGSmhJkRB4fXSCPvNdPYiqSFbz8yje/7tv3r6tOmsUmmwRj7FIA9KX/6NQB/AuA3APDg/98F8BMp33EfgPsA4ODBg5vZHQm6Aa1I9lSKWSj12vQHS50Rdpo99T++71ngpBttALRPByYLbX0RyumPt77eKDazGA7h39x7o6zXWHN7PcyeMgwWWcRpK+GYLKHXZxnhxL5W6y72T0QnDJQpVYgwjagRHvU0OpOnbpgq4vj/88rs/U9pYd5tOJbR98I+ANg7XmibQq+Rjk0FDc75Kzp5H2PsTwH8U8Z3vB3A2wHg2LFjGx9tFche/UqdRjrTaD+LUge29azstZlBnAaOG9tIU0C4793InAKiKxdudFb5Uy860vF7s3T9YYNtJTODspIx1IWp4gWblLKrflc7ptFpncZacPrANG7dM9a1+1ij9+iZmMcY28s5vxz8+noAJ3q1rTjSmAZJL2kPbNYsaiPy1GZBnsuhNiY4EB5Ht8zebjCN9WDHBI11GOHqoB/3lehv7eSpjWRPrYVQnurdPfG2N9zVs+/W6D56ORL+NmPsbgh56gyAn+7htiKQnoZJhnjSbFRfzzJi1feud1WwjYL2aU2mYXWXaWx2XYP1opeexiDh377osMwsI6RVgQPR85DwNFhSbpLZU54P02ARhmubSTlrI+gH09DYXujZSMg5/9e9+u61QOmKNGuPzMBSMleyBi16b8kxN9QaeyOgYLAW03A61Kw73m4X1jVYDxhjwUp1PLXv17Dgh+5J+nR2hhEeuQaxmb2ZUqyndrmNt5vpPtPQQUNDYCjvhDjTsCJptsmfs4KGYYiW1JtJoV0vOmYaXdKsCRGm0af0x7WC9rAiK+VWZV/xwV4u36rU5BhKG5F4nZG1jTwNje2FobwTSF5R01cJaRW47R4I22TrMsE3i91jOYzlLdwwlZ1uC3RvJkmINBDsU/ojDXQ7LWhkSXPt0qgNyTTC19XivjjTuGGygJJjypb1G4VcvXAACiU1BgNDWdWSqNMw0mdzazENQEhU/Sz++aFjN+C7nrV3TeOx29lTW9GimrbZ7eK+QUdUmssKGjF5KiXlVjXC40HmO26ZxYP/5ZWbNrC1PKURx1DeCSHTEP+bKVXg6t/bDVqW2V95yjINTBSdNd9HBWLd8h/UwaFf3UZ3qjwFpN97EXkqHjRS5KmoER49h6JXWHfWWVH/19AYyjuBHhZ6CLNW6yOjuy3TMPvLNDpFr5hGP/s1rVUnM8ywTQOWwTJbpieYRqoRHi4SltY7rRuQ8tQWtPnQGEwM3mjYBcTrNKys7ClrbXnq5192M27elWwFvtXouhEu6z76N4CvVSczzLBNI1Hx366fWMg0wveonW/ViVE3ccNUAb/86mfg5bft6sn3a2w/DGXQiHsaKnVPq9NoN9P91/ce6sEebh6hEd6dS7iVTGOneRqASJluxe4702AwGFJXT2wnTwHpXZq7AcYY3vzSm3vy3RrbE0P5tMazp9LaKwCKPLUNBy2nS8Vb8vsoaPRRhpBG+E5kGlaSaQDZlf6pvacUppG1LLCGRrcxlE9rvE4jK+WW5KntmE7YdU9jS+SpnRs0xOJMyeN2MoKGkeJpqN63Zey8c6ixNRhKeUp6GkaUaTCWvubAdmQacg3oLjONfhqetskyF8AadtimAT+lPaeVwSDTek+p97JmGhr9wlAGjVysnXNaDyrxO8NzD03hjv3j/d3BLqDrxX1ysZ3+Mo2sBbCGHY5lwE9poZ91Xdt1uQV6Z4RraMQxlEEjZBpRxmHHZmOMMbz3Tff2d+e6hG57GrktMsJ3ojQFENPIDhoJI7xNw8L4zxoavcRQBo3Q04i2EelX08F+oPueRv/X1bbNdF1/J8A2GXyeZoSnF22aKfJUhGnooKHRJwxl0MjKnmq3Et52g8x26nZxXx8HcZKndiJ+6oVH5BovKjKzp9KMcJb8u4ZGrzGUQePI7Ah+/mU34ztuEQVJpklBY3geLGJTpW1cp3HsxsmuyWvbDa+4fXfq61lFmyRPqdeHsbCuQ2dPafQLQxk0TIPhP7zqGfJ3qscYJrPwpbfO4jde90zcsnukK98XBo3+DT4/9oLDfdvWdoGdEbyNFHkKEPe673HNNDT6hqEMGnGYQyhPFR2rq9XqYZv4nTnzHxTYKTIUEEqsiWDCGIDe9Z7S0IhjeEbRNiCGYWsKn4mtKO7TSCKrtY0ZFAPGGQX9rpmGRr+wo5jGMMlT3cZI3sIrbtuFew5NbfWu7GjYloGcZUS63wLAtx+ZRrXpJt5PXoe+tzX6hR0RNKwhTLntNkyD4R1vvGerd2PHwzFZasHma+7Yg9fcsSfxuiGZhr63NfqDHXGnmbJdiJ6NaQw2LMNYV9NIyaK1PKXRJ+yIoBHWa+yIw9XYxpgacTAzuvbKjQQq8NOehka/sCPkKe1paGwX/MprbkWj5XX8flJch6kGSWOwsSOCBlH3nVp9rLF9MF6wgXWsSW9qpqHRZ+yIUdQcwuI+DQ0gNMK19KrRL+yIO01nT2kMK3Sdhka/sSNGUVPLUxpDClmnoYOGRp+wqVGUMfYGxtg3GWM+Y+xY7G+/yhg7xRh7gjH26s3t5uZgpawVrqExDDA009DoMzZrhJ8A8H0A/q/6ImPsdgA/DOCZAPYB+BRj7BbOeedpIV2EXIxJMw2NIYNmGhr9xqZGUc7545zzJ1L+9DoA7+GcNzjnTwM4BeC5m9nWZhDKU/rB0hgu0DpMuiJco1/o1Z22H8B55fcLwWtbAm2EawwrdA2SRr+xpjzFGPsUgGTTG+DXOOcf3OwOMMbuA3AfABw8eHCzX5cK/WBpDCt09pRGv7Fm0OCcv2ID33sRwA3K7weC19K+/+0A3g4Ax44dS65/2QVQu2mdPaUxbDC0p6HRZ/RqFP0QgB9mjOUYY4cBHAVwf4+2tSZMXQClMaTQTEOj39hsyu3rGWMXANwL4COMsU8AAOf8mwDeC+AxAB8H8OatypwCVE9DP1gawwWdPaXRb2wq5ZZz/gEAH8j421sBvHUz398t6OI+jWEFkWedPaXRL+yIO00W92mmoTFk0OtpaPQbOyJolHIWcpaBmZHcVu+KhkZXodfT0Og3dkRr9LG8jc//8ksxO6qDhsZwQaeTa/QbOyJoAMCe8fxW74KGRtcRGuE7QjTQGADoO01DYxtDNyzU6Dd00NDQ2MbQKbca/YYOGhoa2xiyuE97Ghp9gg4aGhrbGIZOudXoM3TQ0NDYxiCCoT0NjX5BBw0NjW0MQ/dV0+gz9J2mobGNoYv7NPoNHTQ0NLYxdPaURr+hg4aGxjaGrtPQ6Dd00NDQ2Magxs26jYhGv6CDhobGNoaWpzT6DR00NDS2MUJ5Sj/KGv2BvtM0NLYxNNPQ6Dd00NDQ2MbQa4Rr9Bs6aGhobGPoNiIa/YYOGhoa2xhSnjL1o6zRH+g7TUNjG0PXaWj0GzpoaGhsY2gjXKPf0EFDQ2Mbg4r6NNPQ6Bd2zBrhGhrDiNfcsQcGY8jb5lbvisYOgQ4aGhrbGDfNjuBnXjKy1buhsYOg5SkNDQ0NjY6xqaDBGHsDY+ybjDGfMXZMef0QY6zGGHso+Pd/Nr+rGhoaGhpbjc3KUycAfB+A/5vyt6c453dv8vs1NDQ0NAYImwoanPPHAYAxnbmhoaGhsRPQS0/jMGPsG4yxzzPGXtTD7WhoaGho9AlrMg3G2KcA7En5069xzj+Y8bHLAA5yzucZY88B8I+MsWdyzldSvv8+APcBwMGDBzvfcw0NDQ2NvmPNoME5f8V6v5Rz3gDQCH5+gDH2FIBbABxPee/bAbwdAI4dO8bXuy0NDQ0Njf6hJ/IUY2yWMWYGPx8BcBTA6V5sS0NDQ0Ojf2Ccb3xyzxh7PYD/BWAWwBKAhzjnr2aMfT+AXwfQAuAD+K+c8w938H1zAM5ueIfWxgyA6z38/kHGTjv2nXa8Knbise/EYybMAChxzmf7sbFNBY3tBsbYcc75sbXfOXzYace+045XxU489p14zIR+H7uuCNfQ0NDQ6Bg6aGhoaGhodIydFjTevtU7sIXYace+045XxU489p14zIS+HvuO8jQ0NDQ0NDaHncY0NDQ0NDQ2gYEOGoyxGxhjn2WMPRZ00/13wetTjLF/ZoydDP6fDF7/UcbYI4yxRxlj/8IYu6vd92Rs8zWMsScYY6cYY29RXv8zxtjDwff/PWOsp4sYDNKxK3//Q8ZYediPlzH2TsbY00qX5rt7ccwDeuyMMfZWxtiTjLHHGWO/sAOO+YvKtb7EGPvHXhzzgB77yxljDwbH/iXG2M1rHgDnfGD/AdgL4NnBz6MAngRwO4DfBvCW4PW3APj/gp+fD2Ay+Pk7AXyt3fekbM8E8BSAIwAcAA/T+wCMKe/7n7T9nXDswd+PAXg3gPKwHy+AdwL4gR16n/84gHcBMILfdw37Mcfe934A/2YHXe8nAdwW/PyzAN655v7368Ho0sn+IIBXAngCwF7lxD2R8t5JABfbfU/K6/cC+ITy+68C+NXYexiAPwHwKzvl2IOb7rPB9noSNAbseN+JPgaNATv2+wHcvJOOWXltDMAilAnisB97sM3nKa//97X2d6DlKRWMsUMAvg3A1wDs5pxfDv50BcDulI/8JICPrfE9cewHcF75/ULwGn32L4Lt3QpRCd8XDMCx/xyADynb7SkG4HgB4K2BJPB7jLHceo9hoxiAY78JwA8xxo4zxj7GGDu6gcNYFwbgmAnfC+DTPKWxaq8wAMf+UwA+yhi7AOBfA/ittfZ5WwQNJvyD9wP49/ELykWI5LH3vxTi5P5Kp9/TCTjnPw5gH4DHAfzQej+/EWz1sTPG9gF4A/oUJLf6eAP8KsTE4B4AU/Hv7hUG5NhzAOpcVBj/KYA/X+fn14UBOWbCjwD42w1+dt0YkGP/RQCv5ZwfAPAXENJ7Wwx80GCM2RAn5K855/8QvHyVMbY3+PteANeU998J4B0AXsc5n2/3PYGRRAbYmwBcBHCDsvkDwWsSnHMPwHsAfH93jzSJATn2bwNwM4BTjLEzAIqMsVNDfLzgnF/mAg2IB+m5vTheFYNy7BCzUNr+BwDc2d0jDTFAxwzG2AzEdf5I9480iUE4dsbYLIC7OOfETv4Owj9pj35qd+v9B+EfvAvA78de/x1EDaPfDn4+COAUgOd38j0p27MguvEeRmgYPTP4/M3Kd70NwNt2wrGnvK9XRvjAHC9CXZkB+H0Av7VTrjWEPPETwc8vAfD1YT/m4O9vAvCXvbzOg3bswevXAdwSvO8nAbx/zf3vx0naxMl9IQRFewTAQ8G/1wKYBvBpACcBfArAVPD+d0AYWfTe4+2+J2Obr4XIKHgKYqEpQDCyLwN4FGJd9L9Gj82yQTn2lPf0KmgMzPEC+Ixyrf8KwMhOudYAJiBm248C+ArETHSojzn42+cAvKaX13kQjx3A64Nr/XBwDo6stf+6IlxDQ0NDo2MMvKehoaGhoTE40EFDQ0NDQ6Nj6KChoaGhodExdNDQ0NDQ0OgYOmhoaGhoaHQMHTQ0NDQ0NDqGDhoaGhoaGh1DBw0NDQ0NjY7x/wMc7STqSHmqvQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Checking deterministic trends:"
      ],
      "metadata": {
        "id": "QSAzvAR9wnus"
      },
      "id": "QSAzvAR9wnus"
    },
    {
      "cell_type": "code",
      "source": [
        "for j in range(ev.shape[1]):\n",
        "  print(\"\\n*************************************\",list(ev.columns)[j],\"*************************************\")\n",
        "  Y = ev.iloc[:,j]\n",
        "  X = np.array(range(texts_sent.shape[0]))\n",
        "  reg = sm.OLS(Y,sm.add_constant(X)).fit()\n",
        "  print(reg.summary())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xOKb8NGdv9QF",
        "outputId": "27f3c8a9-9441-4bd5-8457-f7522cdd46b0"
      },
      "id": "xOKb8NGdv9QF",
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "************************************* rus *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                    rus   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.006\n",
            "Method:                 Least Squares   F-statistic:                   0.04020\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.841\n",
            "Time:                        23:21:31   Log-Likelihood:                -511.38\n",
            "No. Observations:                 151   AIC:                             1027.\n",
            "Df Residuals:                     149   BIC:                             1033.\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.1164      1.166     -0.100      0.921      -2.421       2.188\n",
            "x1            -0.0027      0.013     -0.200      0.841      -0.029       0.024\n",
            "==============================================================================\n",
            "Omnibus:                        0.635   Durbin-Watson:                   2.589\n",
            "Prob(Omnibus):                  0.728   Jarque-Bera (JB):                0.737\n",
            "Skew:                          -0.033   Prob(JB):                        0.692\n",
            "Kurtosis:                       2.664   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* ukr *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                    ukr   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.006\n",
            "Method:                 Least Squares   F-statistic:                   0.03224\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.858\n",
            "Time:                        23:21:31   Log-Likelihood:                -500.53\n",
            "No. Observations:                 151   AIC:                             1005.\n",
            "Df Residuals:                     149   BIC:                             1011.\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.3803      1.085     -0.350      0.727      -2.525       1.765\n",
            "x1             0.0022      0.013      0.180      0.858      -0.022       0.027\n",
            "==============================================================================\n",
            "Omnibus:                        0.075   Durbin-Watson:                   2.603\n",
            "Prob(Omnibus):                  0.963   Jarque-Bera (JB):                0.216\n",
            "Skew:                           0.024   Prob(JB):                        0.898\n",
            "Kurtosis:                       2.821   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* civ *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                    civ   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.007\n",
            "Method:                 Least Squares   F-statistic:                   0.01854\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.892\n",
            "Time:                        23:21:31   Log-Likelihood:                -312.13\n",
            "No. Observations:                 151   AIC:                             628.3\n",
            "Df Residuals:                     149   BIC:                             634.3\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.0727      0.312     -0.233      0.816      -0.689       0.543\n",
            "x1             0.0005      0.004      0.136      0.892      -0.007       0.008\n",
            "==============================================================================\n",
            "Omnibus:                       26.740   Durbin-Watson:                   3.106\n",
            "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              122.255\n",
            "Skew:                           0.446   Prob(JB):                     2.84e-27\n",
            "Kurtosis:                       7.317   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* other *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                  other   R-squared:                       0.001\n",
            "Model:                            OLS   Adj. R-squared:                 -0.006\n",
            "Method:                 Least Squares   F-statistic:                   0.08548\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.770\n",
            "Time:                        23:21:31   Log-Likelihood:                -368.54\n",
            "No. Observations:                 151   AIC:                             741.1\n",
            "Df Residuals:                     149   BIC:                             747.1\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const          0.1116      0.453      0.246      0.806      -0.783       1.007\n",
            "x1            -0.0015      0.005     -0.292      0.770      -0.012       0.009\n",
            "==============================================================================\n",
            "Omnibus:                        0.688   Durbin-Watson:                   2.746\n",
            "Prob(Omnibus):                  0.709   Jarque-Bera (JB):                0.337\n",
            "Skew:                          -0.005   Prob(JB):                        0.845\n",
            "Kurtosis:                       3.231   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* mil *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                    mil   R-squared:                       0.002\n",
            "Model:                            OLS   Adj. R-squared:                 -0.005\n",
            "Method:                 Least Squares   F-statistic:                    0.2725\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.602\n",
            "Time:                        23:21:31   Log-Likelihood:                -592.40\n",
            "No. Observations:                 151   AIC:                             1189.\n",
            "Df Residuals:                     149   BIC:                             1195.\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const          0.3449      1.995      0.173      0.863      -3.597       4.286\n",
            "x1            -0.0120      0.023     -0.522      0.602      -0.057       0.033\n",
            "==============================================================================\n",
            "Omnibus:                        2.249   Durbin-Watson:                   2.320\n",
            "Prob(Omnibus):                  0.325   Jarque-Bera (JB):                2.307\n",
            "Skew:                          -0.273   Prob(JB):                        0.316\n",
            "Kurtosis:                       2.737   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* nmil *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                   nmil   R-squared:                       0.001\n",
            "Model:                            OLS   Adj. R-squared:                 -0.005\n",
            "Method:                 Least Squares   F-statistic:                    0.1932\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.661\n",
            "Time:                        23:21:31   Log-Likelihood:                -504.89\n",
            "No. Observations:                 151   AIC:                             1014.\n",
            "Df Residuals:                     149   BIC:                             1020.\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const          0.1468      1.117      0.131      0.896      -2.061       2.355\n",
            "x1            -0.0057      0.013     -0.440      0.661      -0.031       0.020\n",
            "==============================================================================\n",
            "Omnibus:                        2.340   Durbin-Watson:                   2.381\n",
            "Prob(Omnibus):                  0.310   Jarque-Bera (JB):                1.895\n",
            "Skew:                           0.250   Prob(JB):                        0.388\n",
            "Kurtosis:                       3.225   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* aad *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                    aad   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.007\n",
            "Method:                 Least Squares   F-statistic:                   0.01809\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.893\n",
            "Time:                        23:21:31   Log-Likelihood:                -368.87\n",
            "No. Observations:                 151   AIC:                             741.7\n",
            "Df Residuals:                     149   BIC:                             747.8\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const          0.0270      0.454      0.059      0.953      -0.870       0.924\n",
            "x1            -0.0007      0.005     -0.134      0.893      -0.011       0.010\n",
            "==============================================================================\n",
            "Omnibus:                       12.914   Durbin-Watson:                   2.779\n",
            "Prob(Omnibus):                  0.002   Jarque-Bera (JB):               34.873\n",
            "Skew:                          -0.151   Prob(JB):                     2.68e-08\n",
            "Kurtosis:                       5.335   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* airstrike *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:              airstrike   R-squared:                       0.002\n",
            "Model:                            OLS   Adj. R-squared:                 -0.005\n",
            "Method:                 Least Squares   F-statistic:                    0.2737\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.602\n",
            "Time:                        23:21:31   Log-Likelihood:                -561.86\n",
            "No. Observations:                 151   AIC:                             1128.\n",
            "Df Residuals:                     149   BIC:                             1134.\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const          0.6619      1.629      0.406      0.685      -2.558       3.882\n",
            "x1            -0.0098      0.019     -0.523      0.602      -0.047       0.027\n",
            "==============================================================================\n",
            "Omnibus:                        4.484   Durbin-Watson:                   2.626\n",
            "Prob(Omnibus):                  0.106   Jarque-Bera (JB):                5.987\n",
            "Skew:                          -0.016   Prob(JB):                       0.0501\n",
            "Kurtosis:                       3.975   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* armor *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                  armor   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.007\n",
            "Method:                 Least Squares   F-statistic:                  0.004518\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.947\n",
            "Time:                        23:21:31   Log-Likelihood:                -347.40\n",
            "No. Observations:                 151   AIC:                             698.8\n",
            "Df Residuals:                     149   BIC:                             704.8\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.0172      0.394     -0.044      0.965      -0.795       0.761\n",
            "x1            -0.0003      0.005     -0.067      0.947      -0.009       0.009\n",
            "==============================================================================\n",
            "Omnibus:                       12.247   Durbin-Watson:                   2.827\n",
            "Prob(Omnibus):                  0.002   Jarque-Bera (JB):               22.465\n",
            "Skew:                           0.350   Prob(JB):                     1.32e-05\n",
            "Kurtosis:                       4.755   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* arrest *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                 arrest   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.006\n",
            "Method:                 Least Squares   F-statistic:                   0.03534\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.851\n",
            "Time:                        23:21:31   Log-Likelihood:                -428.47\n",
            "No. Observations:                 151   AIC:                             860.9\n",
            "Df Residuals:                     149   BIC:                             867.0\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const          0.0470      0.674      0.070      0.944      -1.284       1.378\n",
            "x1            -0.0015      0.008     -0.188      0.851      -0.017       0.014\n",
            "==============================================================================\n",
            "Omnibus:                        2.874   Durbin-Watson:                   2.560\n",
            "Prob(Omnibus):                  0.238   Jarque-Bera (JB):                2.873\n",
            "Skew:                           0.295   Prob(JB):                        0.238\n",
            "Kurtosis:                       2.670   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* artillery *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:              artillery   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.006\n",
            "Method:                 Least Squares   F-statistic:                   0.05296\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.818\n",
            "Time:                        23:21:31   Log-Likelihood:                -538.04\n",
            "No. Observations:                 151   AIC:                             1080.\n",
            "Df Residuals:                     149   BIC:                             1086.\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const          0.0601      1.392      0.043      0.966      -2.690       2.810\n",
            "x1            -0.0037      0.016     -0.230      0.818      -0.035       0.028\n",
            "==============================================================================\n",
            "Omnibus:                        0.017   Durbin-Watson:                   2.646\n",
            "Prob(Omnibus):                  0.992   Jarque-Bera (JB):                0.021\n",
            "Skew:                          -0.008   Prob(JB):                        0.990\n",
            "Kurtosis:                       2.945   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* civcas *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                 civcas   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.006\n",
            "Method:                 Least Squares   F-statistic:                   0.05143\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.821\n",
            "Time:                        23:21:31   Log-Likelihood:                -488.16\n",
            "No. Observations:                 151   AIC:                             980.3\n",
            "Df Residuals:                     149   BIC:                             986.4\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.0058      1.000     -0.006      0.995      -1.982       1.970\n",
            "x1            -0.0026      0.012     -0.227      0.821      -0.025       0.020\n",
            "==============================================================================\n",
            "Omnibus:                        3.446   Durbin-Watson:                   2.519\n",
            "Prob(Omnibus):                  0.178   Jarque-Bera (JB):                3.941\n",
            "Skew:                          -0.041   Prob(JB):                        0.139\n",
            "Kurtosis:                       3.787   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* control *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                control   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.007\n",
            "Method:                 Least Squares   F-statistic:                  0.002089\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.964\n",
            "Time:                        23:21:31   Log-Likelihood:                -400.15\n",
            "No. Observations:                 151   AIC:                             804.3\n",
            "Df Residuals:                     149   BIC:                             810.3\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.0615      0.558     -0.110      0.912      -1.165       1.042\n",
            "x1            -0.0003      0.006     -0.046      0.964      -0.013       0.012\n",
            "==============================================================================\n",
            "Omnibus:                        2.627   Durbin-Watson:                   2.983\n",
            "Prob(Omnibus):                  0.269   Jarque-Bera (JB):                2.247\n",
            "Skew:                          -0.179   Prob(JB):                        0.325\n",
            "Kurtosis:                       3.479   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* cyber *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                  cyber   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.007\n",
            "Method:                 Least Squares   F-statistic:                  0.008512\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.927\n",
            "Time:                        23:21:31   Log-Likelihood:                -405.40\n",
            "No. Observations:                 151   AIC:                             814.8\n",
            "Df Residuals:                     149   BIC:                             820.8\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.1268      0.578     -0.219      0.827      -1.269       1.016\n",
            "x1             0.0006      0.007      0.092      0.927      -0.013       0.014\n",
            "==============================================================================\n",
            "Omnibus:                        7.813   Durbin-Watson:                   2.792\n",
            "Prob(Omnibus):                  0.020   Jarque-Bera (JB):               14.908\n",
            "Skew:                          -0.028   Prob(JB):                     0.000579\n",
            "Kurtosis:                       4.538   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* firefight *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:              firefight   R-squared:                       0.001\n",
            "Model:                            OLS   Adj. R-squared:                 -0.006\n",
            "Method:                 Least Squares   F-statistic:                    0.1122\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.738\n",
            "Time:                        23:21:31   Log-Likelihood:                -420.96\n",
            "No. Observations:                 151   AIC:                             845.9\n",
            "Df Residuals:                     149   BIC:                             852.0\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.3329      0.641     -0.519      0.604      -1.599       0.934\n",
            "x1             0.0025      0.007      0.335      0.738      -0.012       0.017\n",
            "==============================================================================\n",
            "Omnibus:                        8.233   Durbin-Watson:                   2.718\n",
            "Prob(Omnibus):                  0.016   Jarque-Bera (JB):                9.699\n",
            "Skew:                          -0.378   Prob(JB):                      0.00783\n",
            "Kurtosis:                       3.986   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* hospital *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:               hospital   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.007\n",
            "Method:                 Least Squares   F-statistic:                   0.01044\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.919\n",
            "Time:                        23:21:32   Log-Likelihood:                -413.21\n",
            "No. Observations:                 151   AIC:                             830.4\n",
            "Df Residuals:                     149   BIC:                             836.4\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const          0.0010      0.609      0.002      0.999      -1.202       1.204\n",
            "x1            -0.0007      0.007     -0.102      0.919      -0.015       0.013\n",
            "==============================================================================\n",
            "Omnibus:                        4.905   Durbin-Watson:                   2.845\n",
            "Prob(Omnibus):                  0.086   Jarque-Bera (JB):                5.064\n",
            "Skew:                          -0.262   Prob(JB):                       0.0795\n",
            "Kurtosis:                       3.728   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* ied *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                    ied   R-squared:                       0.001\n",
            "Model:                            OLS   Adj. R-squared:                 -0.006\n",
            "Method:                 Least Squares   F-statistic:                   0.09460\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.759\n",
            "Time:                        23:21:32   Log-Likelihood:                -412.48\n",
            "No. Observations:                 151   AIC:                             829.0\n",
            "Df Residuals:                     149   BIC:                             835.0\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.2873      0.606     -0.474      0.636      -1.485       0.910\n",
            "x1             0.0021      0.007      0.308      0.759      -0.012       0.016\n",
            "==============================================================================\n",
            "Omnibus:                        0.228   Durbin-Watson:                   2.533\n",
            "Prob(Omnibus):                  0.892   Jarque-Bera (JB):                0.041\n",
            "Skew:                           0.005   Prob(JB):                        0.980\n",
            "Kurtosis:                       3.080   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* milcas *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                 milcas   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.007\n",
            "Method:                 Least Squares   F-statistic:                 0.0001796\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.989\n",
            "Time:                        23:21:32   Log-Likelihood:                -436.69\n",
            "No. Observations:                 151   AIC:                             877.4\n",
            "Df Residuals:                     149   BIC:                             883.4\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.1139      0.711     -0.160      0.873      -1.519       1.292\n",
            "x1            -0.0001      0.008     -0.013      0.989      -0.016       0.016\n",
            "==============================================================================\n",
            "Omnibus:                        0.195   Durbin-Watson:                   2.744\n",
            "Prob(Omnibus):                  0.907   Jarque-Bera (JB):                0.339\n",
            "Skew:                          -0.062   Prob(JB):                        0.844\n",
            "Kurtosis:                       2.804   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* occupy *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                 occupy   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.007\n",
            "Method:                 Least Squares   F-statistic:                   0.01219\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.912\n",
            "Time:                        23:21:32   Log-Likelihood:                -383.15\n",
            "No. Observations:                 151   AIC:                             770.3\n",
            "Df Residuals:                     149   BIC:                             776.3\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.1021      0.499     -0.205      0.838      -1.088       0.884\n",
            "x1             0.0006      0.006      0.110      0.912      -0.011       0.012\n",
            "==============================================================================\n",
            "Omnibus:                        5.101   Durbin-Watson:                   2.843\n",
            "Prob(Omnibus):                  0.078   Jarque-Bera (JB):                6.227\n",
            "Skew:                           0.184   Prob(JB):                       0.0445\n",
            "Kurtosis:                       3.924   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* property *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:               property   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.006\n",
            "Method:                 Least Squares   F-statistic:                   0.03647\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.849\n",
            "Time:                        23:21:32   Log-Likelihood:                -461.69\n",
            "No. Observations:                 151   AIC:                             927.4\n",
            "Df Residuals:                     149   BIC:                             933.4\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.0124      0.839     -0.015      0.988      -1.671       1.646\n",
            "x1            -0.0018      0.010     -0.191      0.849      -0.021       0.017\n",
            "==============================================================================\n",
            "Omnibus:                        4.345   Durbin-Watson:                   2.371\n",
            "Prob(Omnibus):                  0.114   Jarque-Bera (JB):                4.298\n",
            "Skew:                          -0.372   Prob(JB):                        0.117\n",
            "Kurtosis:                       2.640   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
            "\n",
            "************************************* raid *************************************\n",
            "                            OLS Regression Results                            \n",
            "==============================================================================\n",
            "Dep. Variable:                   raid   R-squared:                       0.000\n",
            "Model:                            OLS   Adj. R-squared:                 -0.007\n",
            "Method:                 Least Squares   F-statistic:                   0.03006\n",
            "Date:                Tue, 16 Aug 2022   Prob (F-statistic):              0.863\n",
            "Time:                        23:21:32   Log-Likelihood:                -426.92\n",
            "No. Observations:                 151   AIC:                             857.8\n",
            "Df Residuals:                     149   BIC:                             863.9\n",
            "Df Model:                           1                                         \n",
            "Covariance Type:            nonrobust                                         \n",
            "==============================================================================\n",
            "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "const         -0.2117      0.667     -0.318      0.751      -1.529       1.106\n",
            "x1             0.0013      0.008      0.173      0.863      -0.014       0.017\n",
            "==============================================================================\n",
            "Omnibus:                        5.154   Durbin-Watson:                   2.902\n",
            "Prob(Omnibus):                  0.076   Jarque-Bera (JB):                6.392\n",
            "Skew:                          -0.179   Prob(JB):                       0.0409\n",
            "Kurtosis:                       3.942   Cond. No.                         173.\n",
            "==============================================================================\n",
            "\n",
            "Notes:\n",
            "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "ADF tests"
      ],
      "metadata": {
        "id": "M8CQUUMlflZg"
      },
      "id": "M8CQUUMlflZg"
    },
    {
      "cell_type": "code",
      "source": [
        "for j in range(ev.shape[1]):\n",
        "  print(\"\\n********************\",list(ev.columns)[j],\"********************\")\n",
        "  adf_test(ev.iloc[:,j])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gPSFi8jbfox-",
        "outputId": "1180c8c6-3299-4108-f363-999da9066ebd"
      },
      "id": "gPSFi8jbfox-",
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "******************** rus ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -8.130000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       5.000000\n",
            "Number of Observations Used    145.000000\n",
            "Critical Value (1%)             -3.476273\n",
            "Critical Value (5%)             -2.881688\n",
            "Critical Value (10%)            -2.577513\n",
            "dtype: float64\n",
            "\n",
            "******************** ukr ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -9.960000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       3.000000\n",
            "Number of Observations Used    147.000000\n",
            "Critical Value (1%)             -3.475637\n",
            "Critical Value (5%)             -2.881410\n",
            "Critical Value (10%)            -2.577365\n",
            "dtype: float64\n",
            "\n",
            "******************** civ ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                 -10.360000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       3.000000\n",
            "Number of Observations Used    147.000000\n",
            "Critical Value (1%)             -3.475637\n",
            "Critical Value (5%)             -2.881410\n",
            "Critical Value (10%)            -2.577365\n",
            "dtype: float64\n",
            "\n",
            "******************** other ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -7.190000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       9.000000\n",
            "Number of Observations Used    141.000000\n",
            "Critical Value (1%)             -3.477601\n",
            "Critical Value (5%)             -2.882266\n",
            "Critical Value (10%)            -2.577822\n",
            "dtype: float64\n",
            "\n",
            "******************** mil ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -4.600000\n",
            "p-value                          0.000000\n",
            "#Lags Used                      14.000000\n",
            "Number of Observations Used    136.000000\n",
            "Critical Value (1%)             -3.479372\n",
            "Critical Value (5%)             -2.883037\n",
            "Critical Value (10%)            -2.578234\n",
            "dtype: float64\n",
            "\n",
            "******************** nmil ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -5.810000\n",
            "p-value                          0.000000\n",
            "#Lags Used                      12.000000\n",
            "Number of Observations Used    138.000000\n",
            "Critical Value (1%)             -3.478648\n",
            "Critical Value (5%)             -2.882722\n",
            "Critical Value (10%)            -2.578065\n",
            "dtype: float64\n",
            "\n",
            "******************** aad ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -6.980000\n",
            "p-value                          0.000000\n",
            "#Lags Used                      10.000000\n",
            "Number of Observations Used    140.000000\n",
            "Critical Value (1%)             -3.477945\n",
            "Critical Value (5%)             -2.882416\n",
            "Critical Value (10%)            -2.577902\n",
            "dtype: float64\n",
            "\n",
            "******************** airstrike ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -6.300000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       9.000000\n",
            "Number of Observations Used    141.000000\n",
            "Critical Value (1%)             -3.477601\n",
            "Critical Value (5%)             -2.882266\n",
            "Critical Value (10%)            -2.577822\n",
            "dtype: float64\n",
            "\n",
            "******************** armor ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -9.480000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       5.000000\n",
            "Number of Observations Used    145.000000\n",
            "Critical Value (1%)             -3.476273\n",
            "Critical Value (5%)             -2.881688\n",
            "Critical Value (10%)            -2.577513\n",
            "dtype: float64\n",
            "\n",
            "******************** arrest ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -6.730000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       8.000000\n",
            "Number of Observations Used    142.000000\n",
            "Critical Value (1%)             -3.477262\n",
            "Critical Value (5%)             -2.882118\n",
            "Critical Value (10%)            -2.577743\n",
            "dtype: float64\n",
            "\n",
            "******************** artillery ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -8.830000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       6.000000\n",
            "Number of Observations Used    144.000000\n",
            "Critical Value (1%)             -3.476598\n",
            "Critical Value (5%)             -2.881829\n",
            "Critical Value (10%)            -2.577589\n",
            "dtype: float64\n",
            "\n",
            "******************** civcas ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                 -12.240000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       2.000000\n",
            "Number of Observations Used    148.000000\n",
            "Critical Value (1%)             -3.475325\n",
            "Critical Value (5%)             -2.881275\n",
            "Critical Value (10%)            -2.577293\n",
            "dtype: float64\n",
            "\n",
            "******************** control ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -6.990000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       7.000000\n",
            "Number of Observations Used    143.000000\n",
            "Critical Value (1%)             -3.476927\n",
            "Critical Value (5%)             -2.881973\n",
            "Critical Value (10%)            -2.577665\n",
            "dtype: float64\n",
            "\n",
            "******************** cyber ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -9.770000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       4.000000\n",
            "Number of Observations Used    146.000000\n",
            "Critical Value (1%)             -3.475953\n",
            "Critical Value (5%)             -2.881548\n",
            "Critical Value (10%)            -2.577439\n",
            "dtype: float64\n",
            "\n",
            "******************** firefight ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -5.980000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       8.000000\n",
            "Number of Observations Used    142.000000\n",
            "Critical Value (1%)             -3.477262\n",
            "Critical Value (5%)             -2.882118\n",
            "Critical Value (10%)            -2.577743\n",
            "dtype: float64\n",
            "\n",
            "******************** hospital ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -6.020000\n",
            "p-value                          0.000000\n",
            "#Lags Used                      10.000000\n",
            "Number of Observations Used    140.000000\n",
            "Critical Value (1%)             -3.477945\n",
            "Critical Value (5%)             -2.882416\n",
            "Critical Value (10%)            -2.577902\n",
            "dtype: float64\n",
            "\n",
            "******************** ied ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -6.660000\n",
            "p-value                          0.000000\n",
            "#Lags Used                      11.000000\n",
            "Number of Observations Used    139.000000\n",
            "Critical Value (1%)             -3.478294\n",
            "Critical Value (5%)             -2.882568\n",
            "Critical Value (10%)            -2.577983\n",
            "dtype: float64\n",
            "\n",
            "******************** milcas ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -7.730000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       6.000000\n",
            "Number of Observations Used    144.000000\n",
            "Critical Value (1%)             -3.476598\n",
            "Critical Value (5%)             -2.881829\n",
            "Critical Value (10%)            -2.577589\n",
            "dtype: float64\n",
            "\n",
            "******************** occupy ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -9.740000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       5.000000\n",
            "Number of Observations Used    145.000000\n",
            "Critical Value (1%)             -3.476273\n",
            "Critical Value (5%)             -2.881688\n",
            "Critical Value (10%)            -2.577513\n",
            "dtype: float64\n",
            "\n",
            "******************** property ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -5.760000\n",
            "p-value                          0.000000\n",
            "#Lags Used                      12.000000\n",
            "Number of Observations Used    138.000000\n",
            "Critical Value (1%)             -3.478648\n",
            "Critical Value (5%)             -2.882722\n",
            "Critical Value (10%)            -2.578065\n",
            "dtype: float64\n",
            "\n",
            "******************** raid ********************\n",
            "Results of Dickey-Fuller Test:\n",
            "Test Statistic                  -9.280000\n",
            "p-value                          0.000000\n",
            "#Lags Used                       4.000000\n",
            "Number of Observations Used    146.000000\n",
            "Critical Value (1%)             -3.475953\n",
            "Critical Value (5%)             -2.881548\n",
            "Critical Value (10%)            -2.577439\n",
            "dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b84e09e1",
      "metadata": {
        "id": "b84e09e1"
      },
      "source": [
        "# Joining data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "id": "9750eb4f",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "9750eb4f",
        "outputId": "bf4b1005-e289-42c9-8e96-4a2c66814f04"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            sent_diff\n",
              "date                 \n",
              "2022-02-24        NaN\n",
              "2022-02-25  -0.272665\n",
              "2022-02-26  -0.877727\n",
              "2022-02-27   2.049812\n",
              "2022-02-28  -1.041668"
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  "
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              "            sent_diff\n",
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              "                  rus       ukr       civ     other        mil       nmil  \\\n",
              "date                                                                        \n",
              "2022-02-25   7.074818  2.843184 -0.352218  0.234719  20.259362  10.779132   \n",
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              "2022-03-01  -4.446054 -6.337974  8.873618  3.879722  16.787318  -3.593758   \n",
              "\n",
              "                  aad  airstrike     armor    arrest  artillery    civcas  \\\n",
              "date                                                                        \n",
              "2022-02-25   0.582678   7.662784  5.478027  3.988913  15.000850  8.959863   \n",
              "2022-02-26   8.948596  17.998738  0.716934  1.915096  -4.997764 -4.769880   \n",
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              "2022-03-01   1.562101   9.001501 -6.750410  5.049545  15.286424  7.371416   \n",
              "\n",
              "             control     cyber  firefight  hospital       ied     milcas  \\\n",
              "date                                                                       \n",
              "2022-02-25  1.244040 -2.559733   7.346491 -4.977146 -7.780392  -6.004549   \n",
              "2022-02-26 -3.851327 -4.434108  -6.496355  5.002991  1.150332  -2.994736   \n",
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              "2022-03-01 -8.499073  1.059646  -3.962689  5.972777 -1.033454   1.965992   \n",
              "\n",
              "              occupy  property       raid  \n",
              "date                                       \n",
              "2022-02-25 -2.937288  4.885863   2.356858  \n",
              "2022-02-26 -5.035416 -1.878344   0.972694  \n",
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              "2022-02-28 -0.975271  1.998988   6.568939  \n",
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              "      <td>-1.007983</td>\n",
              "      <td>1.804436</td>\n",
              "      <td>-4.622316</td>\n",
              "      <td>-11.163604</td>\n",
              "      <td>8.948596</td>\n",
              "      <td>17.998738</td>\n",
              "      <td>0.716934</td>\n",
              "      <td>1.915096</td>\n",
              "      <td>-4.997764</td>\n",
              "      <td>-4.769880</td>\n",
              "      <td>-3.851327</td>\n",
              "      <td>-4.434108</td>\n",
              "      <td>-6.496355</td>\n",
              "      <td>5.002991</td>\n",
              "      <td>1.150332</td>\n",
              "      <td>-2.994736</td>\n",
              "      <td>-5.035416</td>\n",
              "      <td>-1.878344</td>\n",
              "      <td>0.972694</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-27</th>\n",
              "      <td>-19.314333</td>\n",
              "      <td>-4.353215</td>\n",
              "      <td>1.062246</td>\n",
              "      <td>-2.697840</td>\n",
              "      <td>-29.450960</td>\n",
              "      <td>-4.377273</td>\n",
              "      <td>-12.688936</td>\n",
              "      <td>-15.006584</td>\n",
              "      <td>-2.107918</td>\n",
              "      <td>-7.168476</td>\n",
              "      <td>-18.000735</td>\n",
              "      <td>0.022888</td>\n",
              "      <td>4.397122</td>\n",
              "      <td>0.773129</td>\n",
              "      <td>-14.734232</td>\n",
              "      <td>1.995708</td>\n",
              "      <td>-4.335752</td>\n",
              "      <td>8.031712</td>\n",
              "      <td>1.967474</td>\n",
              "      <td>-9.989878</td>\n",
              "      <td>-7.657569</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-02-28</th>\n",
              "      <td>14.377458</td>\n",
              "      <td>3.179536</td>\n",
              "      <td>-1.987587</td>\n",
              "      <td>-0.324403</td>\n",
              "      <td>14.916303</td>\n",
              "      <td>7.860429</td>\n",
              "      <td>3.969606</td>\n",
              "      <td>5.005093</td>\n",
              "      <td>1.432937</td>\n",
              "      <td>1.189266</td>\n",
              "      <td>5.678078</td>\n",
              "      <td>-5.627217</td>\n",
              "      <td>1.578313</td>\n",
              "      <td>-1.010303</td>\n",
              "      <td>5.360159</td>\n",
              "      <td>-3.994310</td>\n",
              "      <td>-2.615927</td>\n",
              "      <td>-12.001742</td>\n",
              "      <td>-0.975271</td>\n",
              "      <td>1.998988</td>\n",
              "      <td>6.568939</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-03-01</th>\n",
              "      <td>-4.446054</td>\n",
              "      <td>-6.337974</td>\n",
              "      <td>8.873618</td>\n",
              "      <td>3.879722</td>\n",
              "      <td>16.787318</td>\n",
              "      <td>-3.593758</td>\n",
              "      <td>1.562101</td>\n",
              "      <td>9.001501</td>\n",
              "      <td>-6.750410</td>\n",
              "      <td>5.049545</td>\n",
              "      <td>15.286424</td>\n",
              "      <td>7.371416</td>\n",
              "      <td>-8.499073</td>\n",
              "      <td>1.059646</td>\n",
              "      <td>-3.962689</td>\n",
              "      <td>5.972777</td>\n",
              "      <td>-1.033454</td>\n",
              "      <td>1.965992</td>\n",
              "      <td>1.991246</td>\n",
              "      <td>2.996081</td>\n",
              "      <td>-10.980257</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-25b63156-7ea2-4fc0-8d8b-0038aeab0f50')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-25b63156-7ea2-4fc0-8d8b-0038aeab0f50 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-25b63156-7ea2-4fc0-8d8b-0038aeab0f50');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          element.appendChild(docLink);\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 48
        }
      ],
      "source": [
        "ev.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b6bde815",
      "metadata": {
        "id": "b6bde815"
      },
      "source": [
        "Joining:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "id": "1cdb7f61",
      "metadata": {
        "id": "1cdb7f61"
      },
      "outputs": [],
      "source": [
        "data=sent_diff.shift(-1).join(texts_sent).join(ev)\n",
        "data=data.iloc[1:-1] #Deleting NAs"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2ebd6eb9",
      "metadata": {
        "id": "2ebd6eb9"
      },
      "source": [
        "Stdzing:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "id": "5f86fa9e",
      "metadata": {
        "id": "5f86fa9e"
      },
      "outputs": [],
      "source": [
        "data.iloc[:,2:]=(data.iloc[:,2:]-data.iloc[:,2:].mean())/data.iloc[:,2:].std()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "id": "2e91ddff",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "id": "2e91ddff",
        "outputId": "b95bbfa5-f43c-42a1-a40e-cf3f55cf0802"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        sent_diff        sent           rus           ukr           civ  \\\n",
              "count  149.000000  149.000000  1.490000e+02  1.490000e+02  1.490000e+02   \n",
              "mean     0.009278   -0.009518  2.831441e-17  8.941393e-18 -2.514767e-17   \n",
              "std      1.410442    1.001233  1.000000e+00  1.000000e+00  1.000000e+00   \n",
              "min     -4.440128   -3.064166 -2.680430e+00 -2.881947e+00 -3.091307e+00   \n",
              "25%     -0.770697   -0.587234 -6.709461e-01 -7.021294e-01 -4.431071e-01   \n",
              "50%      0.034079    0.063772 -7.940549e-02 -3.441986e-02  1.699323e-02   \n",
              "75%      0.977470    0.622070  7.370836e-01  6.974363e-01  4.762433e-01   \n",
              "max      3.358786    2.247951  2.087076e+00  2.376098e+00  4.618227e+00   \n",
              "\n",
              "              other           mil          nmil           aad     airstrike  \\\n",
              "count  1.490000e+02  1.490000e+02  1.490000e+02  1.490000e+02  1.490000e+02   \n",
              "mean  -3.353023e-17  1.862790e-17 -1.341209e-17 -2.533395e-17  8.941393e-18   \n",
              "std    1.000000e+00  1.000000e+00  1.000000e+00  1.000000e+00  1.000000e+00   \n",
              "min   -2.551758e+00 -2.378810e+00 -2.180825e+00 -4.514185e+00 -3.094126e+00   \n",
              "25%   -5.775437e-01 -5.219731e-01 -6.224494e-01 -6.575934e-01 -5.113624e-01   \n",
              "50%    2.097327e-02 -8.178273e-03 -1.103658e-02 -9.384537e-03 -4.837481e-02   \n",
              "75%    6.444980e-01  7.535989e-01  6.199738e-01  6.144707e-01  6.457695e-01   \n",
              "max    3.125385e+00  2.351227e+00  2.995540e+00  3.189496e+00  3.200944e+00   \n",
              "\n",
              "              armor        arrest     artillery        civcas       control  \\\n",
              "count  1.490000e+02  1.490000e+02  1.490000e+02  1.490000e+02  1.490000e+02   \n",
              "mean   4.470697e-18  1.192186e-17  4.470697e-18 -1.192186e-17 -1.117674e-17   \n",
              "std    1.000000e+00  1.000000e+00  1.000000e+00  1.000000e+00  1.000000e+00   \n",
              "min   -2.941508e+00 -2.150295e+00 -2.743861e+00 -2.884647e+00 -2.999312e+00   \n",
              "25%   -4.776928e-01 -7.365344e-01 -7.008144e-01 -6.948163e-01 -6.027268e-01   \n",
              "50%   -3.959070e-02 -3.056130e-03  1.898718e-02  8.395227e-02 -2.778508e-02   \n",
              "75%    4.541019e-01  5.833012e-01  6.716376e-01  5.805455e-01  5.776816e-01   \n",
              "max    3.471157e+00  2.646114e+00  3.082103e+00  2.982136e+00  2.694978e+00   \n",
              "\n",
              "              cyber     firefight      hospital           ied        milcas  \\\n",
              "count  1.490000e+02  1.490000e+02  1.490000e+02  1.490000e+02  1.490000e+02   \n",
              "mean  -2.794185e-17 -2.980464e-18  5.960929e-18  1.192186e-17 -8.941393e-18   \n",
              "std    1.000000e+00  1.000000e+00  1.000000e+00  1.000000e+00  1.000000e+00   \n",
              "min   -3.494841e+00 -3.678534e+00 -3.040391e+00 -2.524691e+00 -2.753191e+00   \n",
              "25%   -5.469092e-01 -5.196049e-01 -5.096694e-01 -6.529432e-01 -6.456509e-01   \n",
              "50%    2.247479e-02  6.052554e-02  1.074962e-02 -3.049115e-02 -1.917623e-02   \n",
              "75%    5.244524e-01  6.583642e-01  5.411511e-01  5.813072e-01  6.276607e-01   \n",
              "max    3.543330e+00  2.623611e+00  2.660355e+00  2.484359e+00  2.252378e+00   \n",
              "\n",
              "             occupy      property          raid  \n",
              "count  1.490000e+02  1.490000e+02  1.490000e+02  \n",
              "mean   1.452976e-17  8.941393e-18 -3.427534e-17  \n",
              "std    1.000000e+00  1.000000e+00  1.000000e+00  \n",
              "min   -3.046773e+00 -2.663195e+00 -3.362983e+00  \n",
              "25%   -6.390870e-01 -7.061780e-01 -5.325404e-01  \n",
              "50%    3.059772e-02  1.285416e-01  1.598677e-02  \n",
              "75%    6.191370e-01  7.015770e-01  7.093342e-01  \n",
              "max    3.197518e+00  2.084042e+00  3.379293e+00  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-bb05180c-992a-4636-bdb7-7226adeb89fd\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>sent_diff</th>\n",
              "      <th>sent</th>\n",
              "      <th>rus</th>\n",
              "      <th>ukr</th>\n",
              "      <th>civ</th>\n",
              "      <th>other</th>\n",
              "      <th>mil</th>\n",
              "      <th>nmil</th>\n",
              "      <th>aad</th>\n",
              "      <th>airstrike</th>\n",
              "      <th>armor</th>\n",
              "      <th>arrest</th>\n",
              "      <th>artillery</th>\n",
              "      <th>civcas</th>\n",
              "      <th>control</th>\n",
              "      <th>cyber</th>\n",
              "      <th>firefight</th>\n",
              "      <th>hospital</th>\n",
              "      <th>ied</th>\n",
              "      <th>milcas</th>\n",
              "      <th>occupy</th>\n",
              "      <th>property</th>\n",
              "      <th>raid</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>149.000000</td>\n",
              "      <td>149.000000</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "      <td>1.490000e+02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>0.009278</td>\n",
              "      <td>-0.009518</td>\n",
              "      <td>2.831441e-17</td>\n",
              "      <td>8.941393e-18</td>\n",
              "      <td>-2.514767e-17</td>\n",
              "      <td>-3.353023e-17</td>\n",
              "      <td>1.862790e-17</td>\n",
              "      <td>-1.341209e-17</td>\n",
              "      <td>-2.533395e-17</td>\n",
              "      <td>8.941393e-18</td>\n",
              "      <td>4.470697e-18</td>\n",
              "      <td>1.192186e-17</td>\n",
              "      <td>4.470697e-18</td>\n",
              "      <td>-1.192186e-17</td>\n",
              "      <td>-1.117674e-17</td>\n",
              "      <td>-2.794185e-17</td>\n",
              "      <td>-2.980464e-18</td>\n",
              "      <td>5.960929e-18</td>\n",
              "      <td>1.192186e-17</td>\n",
              "      <td>-8.941393e-18</td>\n",
              "      <td>1.452976e-17</td>\n",
              "      <td>8.941393e-18</td>\n",
              "      <td>-3.427534e-17</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>1.410442</td>\n",
              "      <td>1.001233</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "      <td>1.000000e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>-4.440128</td>\n",
              "      <td>-3.064166</td>\n",
              "      <td>-2.680430e+00</td>\n",
              "      <td>-2.881947e+00</td>\n",
              "      <td>-3.091307e+00</td>\n",
              "      <td>-2.551758e+00</td>\n",
              "      <td>-2.378810e+00</td>\n",
              "      <td>-2.180825e+00</td>\n",
              "      <td>-4.514185e+00</td>\n",
              "      <td>-3.094126e+00</td>\n",
              "      <td>-2.941508e+00</td>\n",
              "      <td>-2.150295e+00</td>\n",
              "      <td>-2.743861e+00</td>\n",
              "      <td>-2.884647e+00</td>\n",
              "      <td>-2.999312e+00</td>\n",
              "      <td>-3.494841e+00</td>\n",
              "      <td>-3.678534e+00</td>\n",
              "      <td>-3.040391e+00</td>\n",
              "      <td>-2.524691e+00</td>\n",
              "      <td>-2.753191e+00</td>\n",
              "      <td>-3.046773e+00</td>\n",
              "      <td>-2.663195e+00</td>\n",
              "      <td>-3.362983e+00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>-0.770697</td>\n",
              "      <td>-0.587234</td>\n",
              "      <td>-6.709461e-01</td>\n",
              "      <td>-7.021294e-01</td>\n",
              "      <td>-4.431071e-01</td>\n",
              "      <td>-5.775437e-01</td>\n",
              "      <td>-5.219731e-01</td>\n",
              "      <td>-6.224494e-01</td>\n",
              "      <td>-6.575934e-01</td>\n",
              "      <td>-5.113624e-01</td>\n",
              "      <td>-4.776928e-01</td>\n",
              "      <td>-7.365344e-01</td>\n",
              "      <td>-7.008144e-01</td>\n",
              "      <td>-6.948163e-01</td>\n",
              "      <td>-6.027268e-01</td>\n",
              "      <td>-5.469092e-01</td>\n",
              "      <td>-5.196049e-01</td>\n",
              "      <td>-5.096694e-01</td>\n",
              "      <td>-6.529432e-01</td>\n",
              "      <td>-6.456509e-01</td>\n",
              "      <td>-6.390870e-01</td>\n",
              "      <td>-7.061780e-01</td>\n",
              "      <td>-5.325404e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>0.034079</td>\n",
              "      <td>0.063772</td>\n",
              "      <td>-7.940549e-02</td>\n",
              "      <td>-3.441986e-02</td>\n",
              "      <td>1.699323e-02</td>\n",
              "      <td>2.097327e-02</td>\n",
              "      <td>-8.178273e-03</td>\n",
              "      <td>-1.103658e-02</td>\n",
              "      <td>-9.384537e-03</td>\n",
              "      <td>-4.837481e-02</td>\n",
              "      <td>-3.959070e-02</td>\n",
              "      <td>-3.056130e-03</td>\n",
              "      <td>1.898718e-02</td>\n",
              "      <td>8.395227e-02</td>\n",
              "      <td>-2.778508e-02</td>\n",
              "      <td>2.247479e-02</td>\n",
              "      <td>6.052554e-02</td>\n",
              "      <td>1.074962e-02</td>\n",
              "      <td>-3.049115e-02</td>\n",
              "      <td>-1.917623e-02</td>\n",
              "      <td>3.059772e-02</td>\n",
              "      <td>1.285416e-01</td>\n",
              "      <td>1.598677e-02</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>0.977470</td>\n",
              "      <td>0.622070</td>\n",
              "      <td>7.370836e-01</td>\n",
              "      <td>6.974363e-01</td>\n",
              "      <td>4.762433e-01</td>\n",
              "      <td>6.444980e-01</td>\n",
              "      <td>7.535989e-01</td>\n",
              "      <td>6.199738e-01</td>\n",
              "      <td>6.144707e-01</td>\n",
              "      <td>6.457695e-01</td>\n",
              "      <td>4.541019e-01</td>\n",
              "      <td>5.833012e-01</td>\n",
              "      <td>6.716376e-01</td>\n",
              "      <td>5.805455e-01</td>\n",
              "      <td>5.776816e-01</td>\n",
              "      <td>5.244524e-01</td>\n",
              "      <td>6.583642e-01</td>\n",
              "      <td>5.411511e-01</td>\n",
              "      <td>5.813072e-01</td>\n",
              "      <td>6.276607e-01</td>\n",
              "      <td>6.191370e-01</td>\n",
              "      <td>7.015770e-01</td>\n",
              "      <td>7.093342e-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>3.358786</td>\n",
              "      <td>2.247951</td>\n",
              "      <td>2.087076e+00</td>\n",
              "      <td>2.376098e+00</td>\n",
              "      <td>4.618227e+00</td>\n",
              "      <td>3.125385e+00</td>\n",
              "      <td>2.351227e+00</td>\n",
              "      <td>2.995540e+00</td>\n",
              "      <td>3.189496e+00</td>\n",
              "      <td>3.200944e+00</td>\n",
              "      <td>3.471157e+00</td>\n",
              "      <td>2.646114e+00</td>\n",
              "      <td>3.082103e+00</td>\n",
              "      <td>2.982136e+00</td>\n",
              "      <td>2.694978e+00</td>\n",
              "      <td>3.543330e+00</td>\n",
              "      <td>2.623611e+00</td>\n",
              "      <td>2.660355e+00</td>\n",
              "      <td>2.484359e+00</td>\n",
              "      <td>2.252378e+00</td>\n",
              "      <td>3.197518e+00</td>\n",
              "      <td>2.084042e+00</td>\n",
              "      <td>3.379293e+00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bb05180c-992a-4636-bdb7-7226adeb89fd')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-bb05180c-992a-4636-bdb7-7226adeb89fd button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-bb05180c-992a-4636-bdb7-7226adeb89fd');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 51
        }
      ],
      "source": [
        "data.describe()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7e22c646",
      "metadata": {
        "id": "7e22c646"
      },
      "source": [
        "# Inference"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data=data.rename(columns={\"sent\": \"y_t\"})"
      ],
      "metadata": {
        "id": "KqweIYQoiykb"
      },
      "id": "KqweIYQoiykb",
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "id": "b9f2dd30",
      "metadata": {
        "id": "b9f2dd30"
      },
      "outputs": [],
      "source": [
        "#data['t']=np.array(range(1,data.shape[0]+1))\n",
        "data['intercept']=1\n",
        "\n",
        "n,d=data.shape"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "79a851f7",
      "metadata": {
        "id": "79a851f7"
      },
      "source": [
        "### Simple model"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "feat0 =  ['intercept','y_t']\n",
        "Y = np.array(data.sent_diff)\n",
        "X = np.array(data.loc[:,feat0])\n",
        "\n",
        "reg0 = LinReg()\n",
        "reg0.fit(X,Y)\n",
        "reg0.beta_mu, reg0.beta_std"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xFjzSyRZv3c2",
        "outputId": "775ef23b-318e-47bc-ceb6-b9b5ebfaada3"
      },
      "id": "xFjzSyRZv3c2",
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([-3.44754262e-04, -9.79558768e-01]), array([0.0802083, 0.0823115]))"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot6(reg0,feat0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 294
        },
        "id": "3GbLG93sErly",
        "outputId": "a97a946f-b421-47c4-fe76-7a53c8ae4a1d"
      },
      "id": "3GbLG93sErly",
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x259.2 with 3 Axes>"
            ],
            "image/png": 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nAS8ALk9ySTPvzcCDAKrqeOC5wMuS3An8BHh+VdUUYpVmhoWyJEkzrqq+AGSJNscBx00mImllsOuFJEmS1IOFsiRJktSDhbIkSZLUg4WyFuZwXZIkaRWzUJYkSZJ6sFCWJEmSenB4OEmSpHFbrDvjAUdNLg4NxEJ5NbHPsSRJUt/seiFJkiT1YKEsSZIk9WChLEmSJPVgoSxJkiT1MJFCOckuSb6S5NIkVyZ52yS2K0mSJC3XpEa9uB04sKpuS7IW+EKSs6rq/AltX5IkSRpI33uUkxyaZFmFdXXc1txd29xqOeuStHzD5LGk8TI/pfYZJCGPAU5Ichrwwaq6YJANJVkDXAw8FHhvr8cnORI4EmD9+vVs2bJlkE3cZevWrct63CRMNbZtOy26eOv2tfecucz3YJR8P0dq2XmcZBfgPGBnOv87Tq+qt4wnTGlVGup7VtLo9V0oV9WjkjwKOBz4eJKtwAeBD1XVtX08fhuwb5JdgU8meWRVXTGvzSZgE8DGjRtr3bp1fT+R+YZ57LhNLbY1dyzZZN38Ni15HX0/R2PIPLYLlTRGw37PShq9gU7mq6pLq+rPgPXAK4DnAd9Mcl6SP0iy5Pqq6mbgHOCgZcQraUjLzWO7UEnjN4rvWUmjM3BfqCS/QufX7uHAduBo4N+BVwLPAZ7d4zG7Az+rqpuT3At4GvCOIeKWNITl5HHzuEW7UA3VfWpe16CeXYHmTLlLUFu73LQ1LjC2QSw3PyWNXt+FcpJXAC8AHgacBryg+5Brko8DNy7w8D2Bk5sv2R2Aj1bVp5cdtaRlGTKPl+xCNVT3qR5dg+7RFeiuBdPv7tLWLjdtjQuMbSnD5qek0Rtkj/LBwDuBM6rq9vkLq+rHSXr+yq2qy4BHLy9ESSO07Dye1+7mJHNdqK5Yqr2kviw7P5OsB04B9qDTJWpTVb1nXpsA7wEOAX4MHFFVXx3tU5BWlkH6Op1bVR+bn7xJXj83XVWfHVlkksZh2XmcZPdmTzJdXaj+ZYyxSqvNMN+zdwJvqKp9gP2AVyTZZ16bg+nsrX4YnS5S7xtZ5NIKNUihfPQC8/98FIFImohh8nhP4JwklwEXAmfbhUoaqWXnZ1XdMLd3uKq2AFcBe81rdihwSnNi7vnArkn2HCZgaaVbsutFkgPn2iY5AEjX4ocA0x9oV9KiRpHHdqGSxmPU37NJNtDJ1fnjMO8FXNd1f3Mz74ZB1i+tJv30Uf5A83dn4MSu+QV8F3jVqIOSNHLmsdReI8vPJPcGPg68tqpuXU4wo7r416gMPSrJEhfb6juOxUbiGdYAr3FbRmlpSxww3liWLJSr6sEASU6pqheOLRJJY2MeS+01qvxsLgT0ceDDVfWJHk2upzM+85wHNvPmxzOyi3+NylAx9HGxrb7jGOG67r7iwZ5fG94TaE8cML5Y+u6j7JerNPtWTB6fc2znJq0gQxbJobNn+qqq+psFmp0BvDAd+wG3VJXdLqRFLLpHOclVVfXrzfR1LHAVrqp60BhikzQC5rHUXiPMzyfRGYP58iSXNPPeDDyoefzxwJl0hoa7hs7wcC8eNn5ppVuq68Ufd00fPs5AJI1Nu/PYPcNa3UaSn1X1Be5+EmCvNkXnstiS+rRoodwk3tz058cfjqRRM4+l9jI/pXbru49yktcn2beZ3i/Jvyf5dpInjC06SSNlHkvtZX5K7TPIBUdeB3y7mT4W+BvgvwHvHnFMksbHPJbay/yUWqafcZTn3LeqbkmyDngU8NSq2pbknWOKTdLomcdSe5mfUssMUihfl+SJwCOA85rkvQ+wbTyhSRoD81hqL/NTaplBCuU/A04H7gCe08x7BvCVUQelFpkbkeCAo6Ybh0bFPJbay/yUWqbvQrmqzgR+ed7sjzU3STPAPJbay/yU2meQPcokuS/wcODe8xZ9bmQRSRor81hqL/NTape+C+UkRwDvBW6jc0WfOQU8ZLRhSRoH81hqL/NTap9B9ii/HXhuVZ01rmAkjZ15LLWX+Sm1zCDjKO8IfHZcgUiaCPNYai/zU2qZQfYovwP48yT/f1VtH1dAksbKPJbay/xcrrkRmqQRG6RQfh3wAOCNSW7qXlBVDxppVJLGxTyW2sv8lFpmkEL58LFFIWlSzGOpvcxPqWUGGUf58+MMRNL4mcdSe5mfUvv0fTJfkp2TvD3Jt5Lc0sx7epJXji88SaNkHkvtZX5K7TPIqBfvAh4J/AGdMR0BrgReNuqgJI2NeSy1l/kptcwgfZR/F3hoVW1Nsh2gqq5Pstd4QpM0Buax1F7mp9Qyg+xRvoN5hXWS3YGbejeX1ELmsdRe5qfUMoMUyh8DTk7yYIAkewLHAR8ZR2CSxsI8ltrL/JRaZpBC+c3At4DLgV2BfwVuAN42+rAkjYl5LLXXsvMzyYlJbkxyxQLL909yS5JLmtvRI4xbWrEG6aP8UOAbwF8Aa4BPVdXlY4lK0riYx1J7DZOfJ9HZ+3zKIm3+uaqeMVSE0iqzZKGcJMAHgBcBm4HvAHsBb0nyQeAPq6oWWYWkKTOPpfYaRX5W1XlJNow7Vo3JYpfgPuCoycWhe+hnj/KRwP7AflV14dzMJL8JnAq8FDh+sRUkWU/nV+4edIa82VRV71lmzJIGN3QeSxqbSeXnE5JcSqcQ/9OqurJXoyRHNjGxfv16tmzZMoJNL9/WrVuXbrRtp/HHsX3t2LfR07zXv6/XYwLaEgeMN5Z+CuUXAK/uTl6AqrowyWuBo1g6ge8E3lBVX02yDrg4ydlV9fXlBC1pYKPIY0njMYn8/Cqwd1XdluQQ4FPAw3o1rKpNwCaAjRs31rp164bc9PCWjGHNHZOJY0LbuftG7/nc2/CeQHvigPHF0s/JfPsAC11W8/PN8kVV1Q1V9dVmegtwFZ3DSpImY+g8ljQ2Y8/Pqrq1qm5rps8E1ibZbdj1SitdP4Xymqa4vYdm/iAjZ9D0oXo0cMEgj9OQFuv/pNVg6DxOsj7JOUm+nuTKJK8ZeZTS6jTS79lekjyg6QtNksc163R8ZmkJ/XS9WJvkACBDrAOAJPcGPg68tqpu7bF8JP2i2tRvZr6pxdZH/61F+19NsY+a7+dIjCKP7UIljcfQ+ZnkVDr9nHdLshl4C7AWoKqOB54LvCzJncBPgOd7Aq+0tH6+HG8ETlxi+ZKSrKVTJH+4qj7Rq80o+0W1qd/MfFOJrc9+VQv2v5ry6+n7ObSh87iqbqAzpitVtSXJXBcqC2VpOKPIz8OWWH4cneHjJA1gyUK5qjYMu5GuoW+uqqq/GXZ9kgYzijzutlAXqmUdFVrgaEdfZ5hP6UhHW48ktDUuMLbFjDo/JY3OIBccGcaT6JzVe3mSS5p5b25OKJA0QxbrQrWso0KLHO1Y8gzzKe7Nb+uRhLbGBcYmafZMpFCuqi+wcN8rSTOiny5UkiStFJPaoyxpxo28C5UjsUiSWm7oIWe0SpxzrIWN5rpQHZjkkuZ2yLSDkiRpXNyjLKkvdqGSJK027lGWJEmSerBQliRJknqwUJYkSZJ6sFCWNLs8yVSSNEYWypIkSVIPFsqSJElSDxbKkiRJUg8WypIkSVIPFsqSJElSD16Zb6VzRABJkmbX/O/xbTvBmjvggKOmE88q4x5lSZIkqQcLZUmSJKkHC2VJkiSpBwtlSZJmXJITk9yY5IoFlifJ3ya5JsllSR4z6RilWWShLEnS7DsJOGiR5QcDD2tuRwLvm0BM0syzUJYkacZV1XnADxdpcihwSnWcD+yaZM/JRCfNLgtlSZJWvr2A67rub27mSVqE4yhLkqS7JDmSTvcM1q9fz5YtW6Yaz9atW5dutG2n8cexfe3Yt9GPu+KYhfdlQsYZi4WyJEkr3/XA+q77D2zm3UNVbQI2AWzcuLHWrVs3/uiWsGQMa+6YTBwT2s5S1q25A2bhfZmgccVi1wsN5pxjvdqfJM2eM4AXNqNf7AfcUlU3TDsoqe3coyxJ0oxLciqwP7Bbks3AW4C1AFV1PHAmcAhwDfBj4MXTiVSaLRbKkiTNuKo6bInlBbxiQuFIK4aFsqTJsuuOJGlG2EdZkiRJ6sE9ypIkaTZ4REoT5h5lSZIkqQcLZUmSJKkHC2VJkiSpBwtlSTPvXWdfzbvOvnraYUiSVpiJFMpJTkxyY5IrJrE9SZIkaViT2qN8EnDQhLYlaQz8wStJWm0mUihX1XnADyexLUljcxL+4JUkrSL2UZbUF3/wSpJWm1ZdcCTJkcCRAOvXr2fLli3LWs/WrVtHGdZITTy2bTv13XTr9rX9r3eZ781y+H5KknR3i53A/Lqn/eoEI1nZWlUoV9UmYBPAxo0ba926dcte1zCPHbeJxrbmjoGar+u3/YRfX9/P2dDXj90+f7wN8sNt7fbbAZb943pQbf2B1Na4wNgkzaZWFcqSZltfP3YH+PHW7w+3n9XOnfYT/NHS1h9IbY0LjE3S7JnU8HCnAl8GHp5kc5KXTGK7kiRJ0nJNZI9yVR02ie1IGp/mB+/+wG5JNgNvqaoPTDcqSZLGx64XkvriD15J0mrj8HCSJElSDxbKklaMd5199aJDJkmSNAgLZUmSJKkHC2VJklaAJAcl+UaSa5K8qcfyI5J8P8klze2PphGnNEs8mW+Fmjv8/DrfYUla8ZKsAd4LPA3YDFyY5Iyq+vq8pqdV1SsnHqA0o9yjLEnS7HsccE1Vfauq7gA+Ahw65Zikmef+RkmSZt9ewHVd9zcDj+/R7jlJfhu4GnhdVV03v0Ffl6KfoLtdYnzbTtOLY/vaqW2721wca7ffvmCbSbxnbbr0+zhjsVCWJGl1+Afg1Kq6PclLgZOBA+c36utS9BN2Vwx9XtZ+bHFMeftz1q25g5/Vzgsvn9B71obPxpxxxWLXCy2Lw3BJUqtcD6zvuv/AZt5dquqmqprbDXkC8NgJxSbNLAtlSZJm34XAw5I8OMlOwPOBM7obJNmz6+4zgasmGJ80k+x6IWkiHIlFGp+qujPJK4HPAGuAE6vqyiTHABdV1RnAq5M8E7gT+CFwxNQClmaEX1mSJK0AVXUmcOa8eUd3TR8FHDXpuKRZZqEsSZJaY/75L2u3387PduicuOYRKU2aHzlJkqQVZLGT7V/3tF+dYCSzz5P5JEmSpB4slCVJkqQe7Hqxwji2sSRJ0mi4R1mSJEnqwUJZkiRJ6sGuF5IkSauEI2IMxkJZQ7nramsmlxYwjX7zfi4lSaNg1wtJkiSpBwtlSZIkqQcLZUmSJKkH+yhrJOwTKknSbFvonJLV/N3uHmVJkiSpBwtlSSvWu86+2qtVSpKWzUJZkiRJ6sE+yiuEe83UNt+79ad+LiX15P8GzQr3KEuSJEk9WChLkiRJPUys60WSg4D3AGuAE6rqLye1bUmjYR5L7bVUfibZGTgFeCxwE/B7VXXtpOPU7OnVVWbt9tv52Q47r/ih4yZSKCdZA7wXeBqwGbgwyRlV9fVJbH8la1s/L8dTXrlWQh77+dRK1Wd+vgT4UVU9NMnzgXcAvzf5aLWSLFaHrIT/tZPao/w44Jqq+hZAko8AhwIz8wUraXbzuG0/KKUx6Cc/DwXe2kyfDhyXJFVV4wjIvNNKMKlCeS/guq77m4HHT2jbK8Ys/dPpjnUl/KIUYB5LbdZPft7VpqruTHIL8IvADyYSoVad5dQtbasZWjU8XJIjgSObu7cl+cYyV7Ub7U38icb2+sGaDxDbm8cVQy8r+f3ce1SBtMH8HH790x9+jxwe4PMwls/jgDEspK2fybbGBSs3thWVwzDS7+JRuev9GUHujiSOKWviGOz/3vjiGK1lvsdj+y6eVKF8PbC+6/4Dm3l3U1WbgE3DbizJRVW1cdj1jIOxDa6tcUG7YxuDJfN4VDkM7X5t2xpbW+MCY5uAfr5n59psTrIjcF86J/XdzSjzeBTa8v4YRzvjgPHGMqnh4S4EHpbkwUl2Ap4PnDGhbUsaDfNYaq9+8vMM4EXN9HOBz42rf7K0Ukxkj3LTF+qVwGfoDFtzYlVdOYltSxoN81hqr4XyM8kxwEVVdQbwAeCDSa4BfkinmJa0iIn1Ua6qM4EzJ7S51hwy6sHYBtfWuKDdsY2ceXyXtsbW1rjA2MauV35W1dFd0z8FnjfpuEagLe+PcdxdW+KAMcYSj7pIkiRJ9+QlrCVJkqQeVkShnOR5Sa5Msj3Jgmc9JjkoyTeSXJPkTROK7f5Jzk7yr83f+y3QbluSS5rb2E6QWuo1SLJzktOa5Rck2TCuWJYR2xFJvt/1Ov3RhOI6McmNSa5YYHmS/G0T92VJHjOJuFYa83igeMzjweMyj1uuj8/Og5Kck+RrzXt0yBhiaMXnpI84/qDZ/uVJvpTkUeOIo59Yutr9ZpI7kzx3WnEk2b/5v3Jlks+PZMNVNfM34NeBhwPnAhsXaLMG+CbwEGAn4FJgnwnE9lfAm5rpNwHvWKDdbROIZcnXAHg5cHwz/XzgtAm9h/3EdgRw3BQ+X78NPAa4YoHlhwBnAQH2Ay6YdIwr4WYe9x2Leby82MzjFt/6/OxsAl7WTO8DXLtSPyd9xPFE4H7N9MHj/LwuFUvX+/c5On3knzul12RXOleifFBz/5dGsd0VsUe5qq6qqqUGRL/r8p5VdQcwd3nPcTsUOLmZPhl41gS2uZB+XoPueE8HnpIkLYltKqrqPDpniC/kUOCU6jgf2DXJnpOJbuUwj/tmHi+Dedx6/Xx2CrhPM31f4DujDqItn5Ol4qiqL1XVj5q759MZN3ss+nhNAF4FfBy4cYpx/D7wiar696b9SGJZEYVyn3pd3nOvCWx3j6q6oZn+LrDHAu12SXJRkvOTPGtMsfTzGtztEqfA3CVOx63f9+c5zeGm05Os77F8Gqb12VqNzGPzeFzM4+nq5/V/K3B4ks109ly+ajKh3U0bPycvobOXeyqS7AX8LvC+acXQ+FXgfknOTXJxkheOYqWtuoT1YpL8b+ABPRb9f1X1vyYdT7fFYuu+U1WVZKFhRvauquuTPAT4XJLLq+qbo451xv0DcGpV3Z7kpXT2mB045Zg0APNYmMdavsOAk6rqnUmeQGdM6EdW1fZpBzYtSQ6gUyj/1hTDeDfwX6pq+2QOXC1oR+CxwFOAewFfTnJ+VV097EpnQlU9dchV9HUZ7eVYLLYk30uyZ1Xd0Bye6XkooKqub/5+K8m5wKPp9NcapZFd4nQM+rk8cnccJ9DpN9oGY/tsrTTm8UiYx+NhHk9XP6//S4CDAKrqy0l2AXZjjIf7e2jN5yTJf6CTQwfPy6tJ2wh8pCmSdwMOSXJnVX1qwnFsBm6qqq3A1iTnAY8ChiqUV1PXi2ldfrf7kqEvAu6x1yzJ/ZLs3EzvBjyJTof0UWvzJU6XjG1eP7BnAldNIK5+nAG8sDkbej/glq7D9Bot89g8HhfzeLr6+Vz/O529hST5dWAX4PsTjbIln5MkDwI+Abxg2D2mw6qqB1fVhqraQOeciJdPoUiGzv/l30qyY5JfAB7PKP6/jOKMwGnf6PSN2QzcDnwP+Ewz/5eBM7vaHULnl8U36RzqnURsvwj8H+Bfgf8N3L+ZvxE4oZl+InA5nbN8LwdeMsZ47vEaAMcAz2ymdwE+BlwDfAV4yATfx6ViOxa4snmdzgF+bUJxnQrcAPys+Zy9BPgT4E+a5QHe28R9OQuM2OBtydfZPO4/HvN48LjM45bf+vjs7AN8sfnsXAI8faV+TvqI4wTgR83rcAmdy5SP631ZNJZ5bU9ifKNeLBkH8Gd0dlBcAbx2FNv1ynySJElSD6up64UkSZLUNwtlSZIkqQcLZUmSJKkHC2VJkiSpBwtlSZIkqQcLZU1Vkrcm+dC045C0POawNPvM44VZKA8hybVJfpLktubKXSclufe041pMkg1Jqrlal7SqmcPS7DOPNU4WysP7f6vq3sBj6Fx84M8HeXBzdZ+ZeR9Maq1A5rA0+8xjjcXMfCjarqquB84CHtlcyvbTSb6f5EfN9APn2iY5N8nbk3wR+DHwkCQvTnJVki1JvpXkpV3t90+yOckbk9yY5IYkz0pySJKrk/wwyZu72u+Q5E1JvpnkpiQfTXL/ZvF5zd+bm1/fT2ge84fN9n+U5DNJ9u5aXyV5RZJ/pXNlsrtJclaSV86bd2mSZzfT70lyXZJbk1yc5Mm9XsO55zlv3rVJnrrU80qyS5IPNfNvTnJhkj2WeNuku5jD5rBmn3lsHo+ahfKIJFlP5/KbX6Pzuv4PYG/gQcBPgOPmPeQFwJHAOuDfgBuBZwD3AV4MvCvJY7raP4DOZWn3Ao4G/h44HHgs8GTgvyZ5cNP2VcCzgP9I5/K/P6JzyU2A327+7lpV966qLyc5FHgz8Gxgd+Cf6Vwqstuz6Fw3fZ8eT/9U4LCu12Kf5rn/YzPrQmBf4P7A/wQ+lmSXHutZymLP60XAfYH1dC43/Cd0XnepL+awOazZZx6bxyM3rmuDr4YbcC1wG3AznQT7O+BePdrtC/yo6/65wDFLrPtTwGua6f3pfNDWNPfXAQU8vqv9xcCzmumrgKd0LduTzrXRdwQ2NI/dsWv5WcBLuu7vQOfX9d7N/QIOXCTWdcDWrvZvB05cpP2PgEc1028FPtT1PDf3eI2f2sfz+kPgS8B/mPbnwtvs3Mzhu9qbw95m9mYe39XePB7DzT3Kw3tWVe1aVXtX1cur6idJfiHJ+5P8W5Jb6Rxi2TXJmq7HXde9kiQHJzm/OXRzM51fxLt1NbmpqrY103O/zr7XtfwnwNzJC3sDn2wOe9xM50O9DVjo8MfewHu62v8QCJ1fzD3j7VZVW+j8Yn1+M+sw4MNdz+1Pm0NJtzTrv++859avxZ7XB4HPAB9J8p0kf5Vk7TK2odXHHDaHNfvMY/N4LCyUx+MNwMPp/Mq8Dz8/xJKuNjU3kWRn4OPAXwN7VNWuwJnz2g/iOuDg5p/G3G2X6vTdqgXav3Re+3tV1Zd6xbuAU4HD0ulntQtwTvPcngy8EfjPwP2a53bLAs9tK/ALc3eaf2a79/O8qupnVfW2qtoHeCKdQ2cvXCJmaSHmsDms2Wcem8dDs1Aej3V0flXe3HRwf8sS7XcCdga+D9yZ5GDg6UNs/3jg7WlOAkiye9P3iWYb24GHzGt/VJJHNO3vm+R5A27zTDq/Mo8BTquq7c38dcCdzXZ3THI0nb5fvVwN7JLkd5pfoH9O53VZ8nklOSDJbzQJfSudw0DbkZbHHDaHNfvMY/N4aBbK4/Fu4F7AD4DzgX9arHFzuOTVwEfp9Bn6feCMIbb/nubxn02ypYnh8c22fkyn39IXm8Mm+1XVJ4F30DlUcitwBXDwIBusqtuBTwBPpXOSwJzP0Hn+V9PpO/ZTFjh0VFW3AC8HTgCup/OrtvvM2wWfF50TLE6nk5hXAZ+ncwhIWo53Yw7PMYc1q96NeTzHPF6mVC21F1+SJElafdyjLEmSJPVgoSxJkiT1YKEsSZIk9WChLEmSJPVgoSxJkiT1YKEsSZIk9WChLEmSJPVgoSxJkiT1YKEsSZIk9fB/ASsOqoYogsTRAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "id": "2a1407e7",
      "metadata": {
        "id": "2a1407e7"
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "ax=qqplot(reg0.resid)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "id": "ed339801",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "ed339801",
        "outputId": "e1fc6b4e-b342-4b4b-c391-2790166eae0b"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1008 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plot4(reg0.resid, reg0.predict(X), ax)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ae843f12",
      "metadata": {
        "id": "ae843f12"
      },
      "source": [
        "## Events 1"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "feat1 =  feat0 + events1\n",
        "Y = np.array(data.sent_diff)\n",
        "X = np.array(data.loc[:,feat1])\n",
        "\n",
        "reg1 = LinReg()\n",
        "reg1.fit(X,Y)\n",
        "reg1.beta_mu, reg1.beta_std"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "68-xr9rrwUXF",
        "outputId": "a7c7ce4b-9f40-47f9-cd81-227d7744cebe"
      },
      "id": "68-xr9rrwUXF",
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([-0.00129206, -0.95343659,  0.09466609, -0.17866519,  0.02564036,\n",
              "        -0.05048286]),\n",
              " array([0.07955631, 0.08254342, 0.08364478, 0.0845184 , 0.08249345,\n",
              "        0.082467  ]))"
            ]
          },
          "metadata": {},
          "execution_count": 58
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot6(reg1,feat1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 704
        },
        "id": "4YWiL23rEozt",
        "outputId": "9349d2c4-073a-4feb-d180-1e745c6a655b"
      },
      "id": "4YWiL23rEozt",
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x777.6 with 7 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "id": "15f82cb6",
      "metadata": {
        "id": "15f82cb6"
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "ax=qqplot(reg1.resid)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 61,
      "id": "04408df9",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "04408df9",
        "outputId": "238581b0-4413-4560-e573-955c1f0bd533"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1008 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plot4(reg1.resid, reg1.predict(X), ax)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f8b61c8a",
      "metadata": {
        "id": "f8b61c8a"
      },
      "source": [
        "## Events 2"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "id": "10322892",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "10322892",
        "outputId": "42ce6635-7566-4d30-8e05-cc5e780b4a91"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([ 4.89037400e-04, -9.89292233e-01,  9.73557177e-03, -2.20767604e-01]),\n",
              " array([0.07973291, 0.08178052, 0.08112729, 0.08115481]))"
            ]
          },
          "metadata": {},
          "execution_count": 62
        }
      ],
      "source": [
        "feat2 =  feat0 + events2\n",
        "Y = np.array(data.sent_diff)\n",
        "X = np.array(data.loc[:,feat2])\n",
        "\n",
        "reg2 = LinReg()\n",
        "reg2.fit(X,Y)\n",
        "reg2.beta_mu, reg2.beta_std"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot6(reg2,feat2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 497
        },
        "id": "4IwYcUFYCMZt",
        "outputId": "8ba6cc53-dfd1-40d9-e70d-4cc6b9f2671d"
      },
      "id": "4IwYcUFYCMZt",
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x518.4 with 5 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "id": "f2b9aa39",
      "metadata": {
        "id": "f2b9aa39"
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "ax=qqplot(reg2.resid)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 65,
      "id": "291692c2",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "291692c2",
        "outputId": "d1ac782a-340b-4c1f-dc14-ac3df3fa6b10"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1008 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plot4(reg2.resid, reg2.predict(X), ax)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ecbff03e",
      "metadata": {
        "id": "ecbff03e"
      },
      "source": [
        "## Events 3"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "id": "dd48382d",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dd48382d",
        "outputId": "dde6da2d-bc6c-4dce-a794-03ba2f09e1d9"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([ 0.0016054 , -0.93398547, -0.08119059, -0.02038037, -0.07542643,\n",
              "        -0.00618171, -0.03103057, -0.10713629, -0.0118656 , -0.14774407,\n",
              "        -0.07203102,  0.1488649 ,  0.04495355, -0.01977341, -0.12228253,\n",
              "         0.01324729,  0.05677907]),\n",
              " array([0.07924954, 0.08372777, 0.09070913, 0.08581324, 0.08414235,\n",
              "        0.08585728, 0.09556703, 0.09437018, 0.08504918, 0.0836714 ,\n",
              "        0.08607548, 0.08554175, 0.08283753, 0.08770325, 0.08637415,\n",
              "        0.08926017, 0.08436589]))"
            ]
          },
          "metadata": {},
          "execution_count": 66
        }
      ],
      "source": [
        "feat3 =  feat0 + events3\n",
        "Y = np.array(data.sent_diff)\n",
        "X = np.array(data.loc[:,feat3])\n",
        "\n",
        "reg3 = LinReg()\n",
        "reg3.fit(X,Y)\n",
        "reg3.beta_mu, reg3.beta_std"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot6(reg3,feat3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "PBfKjBhyEVJO",
        "outputId": "82e3eaf4-525b-4242-a417-b372c80bc33f"
      },
      "id": "PBfKjBhyEVJO",
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x1555.2 with 18 Axes>"
            ],
            "image/png": 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HWi3KT+x7f9QkK1rravlmmqldMd/lK5jnHtsqdxK41l0G5h1rY+7bbBVdjq0xtTyWNDfmsTQHqxbKVfXxvvcfm8YKvVpeatcs8lhSu8xjaT72GHbCJM9Kcsfm/WFJ/jvJfyW52xDzHtC0JNN3tfx/jheypHFNkseSusE8ltozygNHnslPb01zDL2bmu8EjgXuusa8Xi2/qJYuSDj86PnGoWmZJI/bcfVFMIP70ktagDyW1olRCuX9qurSJJuBOwD3q6qrkvz1WjN6tbzUGWPnsaTOMI+lloxSKH8zyd2BXwBOaZLyBsBVswlN0gyYx9LiM4+lloxSKP8v4F3AFcDDmmEPAj477aAkzcz6zWO7CWnjWL95rB7/n3XGKA8c+QDws8sGv7N5SVoA5rG0+MxjqT2jtCiTZD/gtsD1l4366NQi0uz4pCBhHkvrgXkstWPoQjnJY4HX0HsU9Y/6RhVwyHTDkjQL5rG0+MxjqT2jtCi/FHh4VX1wVsFImjnzWFp85rHUkqEfOEKvqP7wrAKR1ArzWFp85rHUklEK5ZcDz08yyjySusU8lhafeSy1ZNQn890UeE6S7/ePqKpbTDUqSbNiHkuLb+w8TrIFeBNwIL0+zTuq6lWzClRadKMUykfNLApJbTGPpcU3SR5fCTy7qj7XPNnv9CQnVtWXpxSbtK6Mch/lj80yEEmzZx5Li2+SPK6qC4ELm/c7k5wN3AywUJYGGOX2cPsALwAeCdykqvZL8uvAz1XVq2cVoKTpMY+lxTetPE6yFbgT8Jllw7cD2wG2bNnCzp07x451165dY887SzOP66q9x5511+69fvphgm0/C139PmF2sY3S9eKV9I46/wBYuiXNl5rh7mClxWAeS4tv4jxOcn3g3cAzquqH/eOqagewA2Dbtm21efPmiYKddP5ZmWlcm66YaPbNS/N3cNt19fuE2cQ2SqH828Ctq2pXkt0AVXVBkptNPSpJszJ2HnsRkNQZE+2Pk+xFr0j+x6r65xnGKS28UQrlK5ZPn+QA4PuDJ5fUQZPksRcBSd0wdh4nCfAG4Oyq+pvZhCetH6Pcg/GdwBuT3BIgyUH0TvG8bRaBSZqJsfO4qi6sqs8173cCSxcBSWrXJPvjewCPAu6T5AvN64GzC1VabKMUys8DzgXOBG4IfJXelbMvnn5YkmZkKnm80kVAkloxdh5X1cerKlX1S1V1x+b1gZlGKy2wUbpe3Br4CvAyYBPw3qo6c5gZ7dsodcbYebxktYuApnK1fHO1+DWu/B5FC1eJd/XK767GBcY2ZRPnsaThrFko9/VnegxwPvAteqdbX5jkzcDjq6rWWIx9G6U5mlIer3kR0FSulu+7WnzzOFeOt3RFdlev/O5qXGBsk5pWHksa3jBdL7YD9wYOq6qDq+puzSMy7wbcE3jSWguwb6M0dxPnsRcBSXM3cR5LGs0whfKjgD+pqlP7Bzafn9GMH5p9GxfUScf0XlpU08hjLwKS5muq+2NJaxumj/KhwEqPy/wY8OZhV7Za38Zm/FSeBtTl/mZzjW2NJwUN1Sd0Dk8J8vucionzuKo+DmSaQV2DB2LSWqa2P5Y0nGEK5U1Nd4lraZ4TP9SdM4a5wfk0nwbU5f5mrce2VIBsWnvSNfuEzmm7+n1ObCp5LGmuzGOpZcMUynslOZyVW5JGuSDQvo3SfEycx5LmzjyWWjZMUl0EHLfG+LUs9W08M8kXmmHP896NUmumkceS5ss8llq2ZqFcVVsnXcnM+zZKWtU08ljSfJnHUvvszyRJkiQNYH8mSZKkafDuPeuOLcqSJEnSABbKkiRJXeTDvubOQlmSJEkawEJZkiRJGsBCWZIkSRrAQlnS+mKfPknSlHh7OEnzY0ErSeowW5QlSZKkASyUJUmSpAEslCVJkqQBLJQlSZKkAbyYT5KkDSLJccCDgIuq6vbzjmfd8MLkdcsWZY3GW29J0iI7Hjhi3kFoNK888RxeeeI58w5jQ7JFeR1bSqpn+i1LkoCqOiXJ1nnHIS0KW5QlDSXJcUkuSnLWvGORJKkNtjVKGtbxwKuBN805DkkzlGQ7sB1gy5Yt7Ny5c+xl7dq1a1phTdXU47pq76ktatfuva41bK/dlwNM9F1MQ1e/T5hdbK0Uyl48IC0+T9lKG0NV7QB2AGzbtq02b9480fImnX9WphrXpiumtyxg87Ll/aT26Q3vwLbsQgwrmUVsbbUoH48tUdK6N3JL1CqtMINaVUYyw5aXrraqdDUuMDZJi6mVQtmWKGljGLklao1WmOWtKiOZcatHV1tVuhoXGFsXJHkrcG9g/yTnAy+sqjfMNyqpuzrVR3la/aK63DrQZmxX92kasu/USC14LfaT8vuUpOmoqkfOOwZpkXSqUJ5mv6gutw60FdtP9mj6NI3QKjf0tC1vX7/P9cVbF0qSFoG3h5M0lOaU7aeA2yY5P8kT5h2TJEmzZHuOpKF4ylaStNG00qJsS5SktvnIV0nSpNq664UtUZIkSVoo9lGWJEmSBrBQliRJWgB2KWufhbLGYrJKkqT1zrteSJIkjcF7wq9/frXrkC29kiRJk7PrhaR1zW5CkqRxWShLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goayJeJKVReGGdJGmRWChLkiRJA1goS5IkLRDPzrXHQnmdMXEkSZKmwyfzSZIkjcBGqY3DQlkTu/pZ9/f/uTlHIq3Mv1NJk7JA3ngslCXNnDsXSdIislBeJyxE1EVd/Lu0ZVnSeuH/s9lr7WK+JEck+UqSryV5blvrXe+6dOVrl2LRbJjH0uIzj6XhtdKinGQT8Brg/sD5wKlJTqiqL7exfkmTM4+lxWcej6frjUC2LM9OW10v7gJ8rarOBUjyNuAhgIk5pi4n7fLYTNx1Y6Q8/s4P/6fF0Ebn36k2KPfHQ+jyPnY1/l+bvrYK5ZsB3+z7fD5w1+UTJdkObG8+XpbkK2Oub3/ge2POO2utx/as4ScdIbbnzWL9K1nP3+fB0wqkBWvm8fIcftav33bVHF7jb2PCbTv83+gQsSzX1b/JrsYF6ze2RcphGCOPJ9gXQ3e/96nGNYX9XL8BsY32/2zJlOOC7n6fMKM87tTFfFW1A9gx6XKSnFZV26YQ0tQZ2+i6Ghd0O7Z5mFYOQ7e3bVdj62pcYGyLZCPkcVfjAmMb16xia+tivguALX2fb94Mk7Q4zGNp8ZnH0gjaKpRPBW6T5JZJ9gYeAZzQ0rolTYd5LC0+81gaQStdL6rqyiRPAz4EbAKOq6ovzXCVUzllNCPGNrquxgXdjm2qzONr6GpsXY0LjK0TzOOrdTUuMLZxzSS2VNUslitJkiQttNYeOCJJkiQtEgtlSZIkaYB1USgn+Z0kX0qyO8mKtwaZx2M7k9w4yYlJvtr8vNEK012V5AvNa2YXVqy1DZLsk+TtzfjPJNk6q1jGiO2xSb7bt53+sKW4jktyUZKzVhifJP+3ifuLSe7cRlzrjXk8Ujzm8ehxmcct6Goedy2Hm3WZx6PH1X4eV9XCv4DbAbcFTga2rTDNJuDrwCHA3sAZwKEtxPZXwHOb988FXr7CdJe1EMua2wB4CvDa5v0jgLe39B0OE9tjgVfP4e/rXsCdgbNWGP9A4INAgMOAz7Qd43p4mcdDx2IejxebedzOdu5kHncph4fdBubxwNhaz+N10aJcVWdX1VpPDrr6sZ1VdQWw9NjOWXsI8Mbm/RuBI1tY50qG2Qb98b4LuG+SdCS2uaiqU4AfrDLJQ4A3Vc+ngRsmOaid6NYP83ho5vEYzON2dDiPu5TDYB6PZR55vC4K5SENemznzVpY74FVdWHz/tvAgStMt2+S05J8OsmRM4plmG1w9TRVdSVwKXCTGcUzamwAD2tOp7wryZYB4+dhXn9bG5F5bB7Pinncnnls6y7lMJjHszL1v61OPcJ6NUk+Atx0wKg/q6p/aTuefqvF1v+hqirJSvfjO7iqLkhyCPDRJGdW1denHeuC+1fgrVV1eZIn0TvSvs+cY9IIzGNhHi+8ruaxOdyqDZPHC1MoV9X9JlzEzB7buVpsSb6T5KCqurBp/r9ohWVc0Pw8N8nJwJ3o9RGapmG2wdI05yfZE9gP+P6U4xgrtqrqj+P19PqcdYGPhB2SeTwV5vFsmMdD6moeL1AOg3k8K1P/29pIXS/m9djOE4DHNO8fA1zraDvJjZLs07zfH7gH8OUZxDLMNuiP9+HAR6vpIT9ja8a2rJ/Rg4GzW4hrGCcAj26utj0MuLTvFJ+myzw2j2fFPG7PPPK4SzkM5vGsTD+PJ70asAsv4Lfp9UO5HPgO8KFm+M8CH+ib7oHAOfSODv+spdhuAvw78FXgI8CNm+HbgNc37+8OnEnvytIzgSfMMJ5rbQPgJcCDm/f7Au8EvgZ8Fjikxe9xrdiOAb7UbKeTgJ9vKa63AhcCP2n+zp4APBl4cjM+wGuauM9khSu9fa25nc3j4eMxj0ePyzxuZzt3Mo+7lsMrbQPzeM24Ws9jH2EtSZIkDbCRul5IkiRJQ7NQliRJkgawUJYkSZIGsFCWJEmSBrBQliRJkgawUNZcJXlRkrfMOw5J4zGHpcVnHq/MQnkCSc5L8uMklzVP/Tk+yfXnHddqkmxNUs1TfqQNzRyWFp95rFmyUJ7cb1XV9YE707tx+fNHmbl5eszCfA8mtdYhc1hafOaxZmJh/ii6rnrPh/8gcPvmMZjvS/LdJBc372++NG2Sk5O8NMkngB8BhyR5XJKzk+xMcm6SJ/VNf+8k5yd5TpKLklyY5MgkD0xyTpIfJHle3/R7JHlukq8n+X6SdyS5cTP6lObnJc3R992aeR7frP/iJB9KcnDf8irJU5N8ld5Tja4hyQeTPG3ZsDOSPLR5/6ok30zywySnJ7nnoG249HsuG3Zekvut9Xsl2TfJW5rhlyQ5NcmBa3xt0tXMYXNYi888No+nzUJ5SpJsoffIx8/T267/ABwM3AL4MfDqZbM8CtgObAa+AVwEPAi4AfA44JVJ7tw3/U3pPc7yZsALgL8HjgJ+Gbgn8OdJbtlM+8fAkcCv0Xts6MX0HukIcK/m5w2r6vpV9akkDwGeBzwUOAD4D3qPiex3JHBX4NABv/5bgUf2bYtDm9/9/c2gU4E7AjcG/gl4Z5J9ByxnLav9Xo8B9gO20HtU6ZPpbXdpKOawOazFZx6bx1PX1nPD1+MLOA+4DLiEXoL9LXCdAdPdEbi47/PJwEvWWPZ7gac37+9N7w9tU/N5M1DAXfumPx04snl/NnDfvnEH0Xsu+p7A1mbePfvGf5C+Z9rT++fyI+Dg5nMB91kl1s3Arr7pXwoct8r0FwN3aN6/CHhL3+95/oBtfL8hfq/HA58Efmnefxe+FudlDl89vTnsa2Ff5vHV05vHM3jZojy5I6vqhlV1cFU9pap+nOS6SV6X5BtJfkjvFMsNk2zqm++b/QtJ8oAkn25O3VxC74h4/75Jvl9VVzXvl47OvtM3/sfA0sULBwPvaU57XELvj/oqYKXTHwcDr+qb/gdA6B0xD4y3X1XtpHfE+ohm0COBf+z73f60OZV0abP8/Zb9bsNa7fd6M/Ah4G1JvpXkr5LsNcY6tPGYw+awFp95bB7PhIXybDwbuC29o8wb8NNTLOmbppbeJNkHeDfwCuDAqroh8IFl04/im8ADmn8aS699q9d3q1aY/knLpr9OVX1yULwreCvwyPT6We0LnNT8bvcEngP8LnCj5ne7dIXfbRdw3aUPzT+zA4b5varqJ1X14qo6FLg7vVNnj14jZmkl5rA5rMVnHpvHE7NQno3N9I4qL2k6uL9wjen3BvYBvgtcmeQBwK9PsP7XAi9NcxFAkgOavk8069gNHLJs+qOT/EIz/X5JfmfEdX6A3lHmS4C3V9XuZvhm4MpmvXsmeQG9vl+DnAPsm+Q3myPQ59PbLmv+XkkOT/KLTUL/kN5poN1I4zGHzWEtPvPYPJ6YhfJsHAtcB/ge8Gng31abuDld8ifAO+j1Gfp94IQJ1v+qZv4PJ9nZxHDXZl0/otdv6RPNaZPDquo9wMvpnSr5IXAW8IBRVlhVlwP/DNyP3kUCSz5E7/c/h17fsf9hhVNHVXUp8BTg9cAF9I5q+6+8XfH3oneBxbvoJebZwMfonQKSxnEs5vASc1iL6ljM4yXm8ZhStVYrviRJkrTx2KIsSZIkDWChLEmSJA1goSxJkiQNYKEsSZIkDWChLEmSJA1goSxJkiQNYKEsSZIkDWChLEmSJA1goSxJkiQNYKEsSZIkDWChLEmSJA1goSxJkiQNYKEsSZIkDWChLEmSJA1goSxJkiQNYKEsSZIkDWChLEmSJA1goSxJkiQNYKEsSZIkDWChLEmSJA1goSxJkiQNYKEsSZIkDWChLEmSJA1goSxJkiQNYKG84JJUkoe3uL7jk7yv7/PJSV7d1volSZLaYqG8+A4C/nWSBYxYbD8dOGqS9UmSpOlLsrXZp2+bdyzrhYXygquqb1fV5SuNT7LXNNaTZM8kqapLq+qSaSxT0uimldNDrmvPJGlrfdJGMSiPk+w9j1i0OgvljktyRJL/SHJxkh8k+VCS2/WNv7o1uO9I8pFJPprkx8CTkuyX5M1JLkryP0nOTfKMZp7zmkW9s5n3vGb4i5KcleSxSb4OXA5cb3nXiwHx3jfJJUme3Hy+WZK3NfFfnOT9SW4zg00lLaTVcnyVnD4+yfuS/O8k305yaZK/TLJHk7sXNcP/97J13SLJe5LsbF7/nOTmfeMH5n2rG0RaQFPI4/OB85vpV91vJtmS5F+a9fwoyX8meUQz+r+an6c26zy5xc2wLlkod9/1gGOBuwD3Bi4F/nWNI89jgL8FDgXeC/wF8IvAg4DbAo8HLmim/ZXm5xPpdeP4lb7l3BL4feB3gDsA/7NaoE3B/h5ge1W9Nsl1gZOa+X4NuBtwIfCRZpyk4XJ8eU4D3Itejt4beDLwHOADwD7ArwIvAv4yyS8DJNkD+BfgQODw5vWzwHuXtRqPlPeSgPHz+NeAXwKOAO475H7zb4Hr0svhXwCeAVzSjLtL8/MIevv0h07rF9yo9px3AFpdVb27/3OSxwE/pJcMH19htv9XVe/qm+dg4HNV9dlm0Df6lv/dZh95SVV9e9ly9gYeVVXf6VvWwBUm2Q78H+DhVfXhZvAjgACPq6pqpnsScBG9ov0dK8QvbRhr5Pj5zeDlOQ29HfFTq+oq4D+TPBs4qKqOaCY7J8lz6e1MTwfuS2+HfKuqOq9Zzu8DX2vGfaSZ71p5L2l1E+Tx/wCPX+pCmeTxrL3fPBh4d1Wd0SxqqRUZ4LvNz+8P2KdrDLYod1ySWyX5pyRfT/JD4Dv0vrdbrDLbacs+/x3we0nOSPKKJL825OrPH3JneSTwGuCIviIZ4JfptU7tTHJZksvo7dxvBNxqyBikdW3IHF+e0wBfborkJd8Bzlo2zXeAn2ne3w741lKRDFBV5wLfotfCtWTYvJfUmCCPz1p2ndEw+81XAc9P8qkkf7F01kizYYty972P3tHok+h1l7gS+DK9Vp+V7Or/UFUfbFqVH0Cv5ej9Sd5ZVY9bY9271hi/5Ax6XTuekOTTS0fB9P5JfIFey/JyPxhy2dJ6N0yOD8rFnyz7XCsMG6ZBpPreD5v3kn5q3DxePmzN/WZVvSHJh4AHAvcDPpnkmKp60QTxawW2KHdYkpsAPw+8rKo+UlVnA5sZ4wCnqr5XVW+uqscCTwAek2SfZvRPgE0ThPpf9Ppk/Tqwo6+/4+eAWwPfq6qvLXtZKGvDm2aOD+Fs4GeTbO1b/yH0+il/eQbrkzaEKefxUPvNqjq/qnZU1e8CLwC2N6OuaH5Osk9XHwvlbrsY+B7wxCS3brpMvJbekerQkrwkyZFJbtNchftQ4Ny+0z3n0buI4KZJbjROoM0p3MPpXUDwuqZY/kd6p5/+JcmvJbllknsl+et45wsJppTjQ/oI8EXgH5NsS+8+q/9Ib8f80RmsT9ooppnHa+43k7yqucvGIUnuSG+/u3SwexHwY+A3khyYZL8Jf7cNz0K5w6pqN/B79C7AOYteP+A/p3fLplFcDryUXheJT9A70v2tvvHPplfkfhP4/ATxfp1ey/IDgNfRS9Z7AecC7wT+E3gjvb5WF4+7Hmm9mGKOD7OuAh5C72Kfk5rXt4Ej+7pLSRrRNPO4qn7E2vvNPYD/R684PpFeYf2YZv4rgT8B/pDe9Qf/MuavpUb8/yhJkiRdmy3KkiRJ0gAWypIkSdIA3h5O0tDSe8T5TuAq4Mqq2jbfiCRJmh0LZUmjOryqvjfvICRJmrXOFsr7779/bd26dax5d+/ezR57dLNXibGNrqtxweSxnX766d+rqgOmGFJnTJLDsL6/91npalywfmNbzzkM6zePuxoXGNu4ZpXHnS2Ut27dymmnDXra49p27tzJ5s2bpxzRdBjb6LoaF0weW5JvTDGcNhTw4SQFvK6qdvSPTLKd5sb3W7Zs4aSTThp7Rbt27eJ617veJLHOTFdj62pcsH5ju8ENbrBoOTySSfbF0N3/312NC4xtXJPEttq+uLOFsqRO+tWquiDJzwAnJvnPqjplaWRTOO8A2LZtW036D7Wr/5Chu7F1NS4wNkmLp5vt55I6qaouaH5eBLwHuMt8I5IkaXYslCUNJcn1kmxeeg/8Or2nUEmStC7Z9ULSsA4E3pMEev87/qmq/m2+IUmSNDsWypKGUlXnAneYdxySJLXFrhcb3UnH9F6SFod5K61fn9lhfneIhbIkSZI0gIWyJEmSNICFsiRJkjSAhbIkLSr7KkvSTFkoS5IkSQN4ezhJWhS2HktSqyyUNyp3uJIkSauy64UkSZI0gIWyJEmSNIBdLyRJkubt6i6Re881DF2TLcqSJEnSABbKkiRJ0gAWypIkSdIA9lHWNS31kTr86PnGIUnSRuDtWjvNFmVJkqSu8RH1nWChLEnSBpJkU5LPJ3nfvGORus5CWZKkjeXpwNnzDkJaBBbKkiRtEEluDvwm8Pp5xyItglYv5kuyCTgNuKCqHtTmurWGk46Bq/aGTfMORJI0Q8cCzwE2rzRBku3AdoAtW7awc+fOsVe2a9euseedpU7FddU1HzCya/de1xw/wfaftk5tt2VmFVvbd71YOt1zg5bXK2lKPOCVFlOSBwEXVdXpSe690nRVtQPYAbBt27bavHnFmnook84/K52Ja9MV1xq0uX9YV+JsdGa7DTCL2FrreuHpHmndsH+jtJjuATw4yXnA24D7JHnLfEOSuq3NFuVjael0z0Y8NTCyq679LPlrnO7xVM9QuhzbLPQd8L4UeNacw5E0gqo6GjgaoGlR/tOqOmqeMUld10qhPI/TPRvt1MDQlu7JuEJf5KtP93Rs+/l9dsaxrHLAuxH6NsIcYxtwgAtcfWDrNhtPl2OTNF9ttSgvne55ILAvcIMkb/FIVlocwxzwbpS+jTCn2Ab0ZQSucWDrNhtPl2Obhao6GTh5zmFInddKH+WqOrqqbl5VW4FHAB+1SJYWjv0bJUkbivdRljQUD3glSRtN64VyVZ3sLaUkaYqWrj2QJE1V2/dRlrQO2L+xZRbCkjQXdr2QJEmSBrBFWZIkqW2eKVoItihLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goS5IkSQNYKEuSJEkDWChLkiR11UnH+BS/ObJQliRJkgawUJYkSZIGsFDeSDx1I0mSNDQLZUmSJGkAC2VJkiRpAAtlSZI2iCT7JvlskjOSfCnJi+cdk9RlQxfKSR6SZM9ZBiNptsxjafFNmMeXA/epqjsAdwSOSHLY1IKT1plRWpRfAlyY5NVJ7jrKSjyCXUDet3G9GjuPNQfmoQYbO4+r57Lm417Nq6YdoLReDH1EWlV3SHIH4Cjg3Ul2AW8G3lJV560x+9IR7GVJ9gI+nuSDVfXpcQOXNLpJ8jjJvsApwD70/ne8q6peOOOQJS0z4f6YJJuA04FbA6+pqs8sG78d2A6wZcsWdu7cOXasu3btGnveWepEXFftPXDwrt17DZ5+gu9hWjqx3VYwq9hGOnVTVWcAZyR5DnBf4K+BFyf5BPA64K1VtXvAfAV4BCt1wLh5jAe8UmdMkMdU1VXAHZPcEHhPkttX1Vl943cAOwC2bdtWmzdvnijWSeeflbnHtemKFUdtHjRu3vE25r7dVjGL2Ea+mC/JrYAXAH8H7Nu8/3vgacC7VplvU5IvABcBJy4/gpXUnnHy2FO2HXfSMfCZHfOOQi0ad3+8pKouAU4CjphdlNJiG7pFOclTgUcBtwHeDjyqvyUpybvpFcEDrXUE2yxjKqd7NuKpgaGscJpnycDTPZ7qWVWXYxtk0jz2lG1Pa7GtkbPL7dq9VydydhC/z+mZJI+THAD8pKouSXId4P7Ay2cftbSYRul68QB6p3ZOqKrLl4+sqh8leehaC2mSc+kI9qxl46Z2umejnRoYyiqneZZc63RPR7aj3+fUTJTHnrL9qVZiGyJnl9vw22xMXY5tgEny+CDgjc1B7x7AO6rqfbMLVVpso3S9OLmq3rk8KZM8a+l9VX140IxJDmh2rPQdwf7n6OFKmtDYedzPU7bSXI2dx1X1xaq6U1X9UlXdvqpeMutgpUU2SqH8ghWGP3+IeQ8CTkryReBUen2UPYKV2jd2HnvAK3XGJPtjSSNYs+tFkvssTZvkcCB9ow8B1uwQV1VfBO40VoSSJjaNPMZTttJcTSmPtaiW7ql++NHzjWODGaaP8huan/sAx/UNL+DbwB9POyhJUzdxHnvAK82d++NF5wOEFs6ahXJV3RIgyZuq6tGzD0nStJnH0uIzj6X2Dd1H2aSUFp95LC0+81hqz6otyknOrqrbNe+/yQoPF6iqW8wgNklTYB5Li888luZjra4XT+x7f9QsA5E0M+axtPjMY2kOVi2Uq+rjfe8/NvtwJE2beSwtPvNYmo+h+ygneVaSOzbvD0vy30n+K8ndZhadpKkyj6XFZx5L7RnlEdbP5Ke3pjkG+Bt692w8FrjrdMPSVHk7Gv2UeSwtPvNYaskohfJ+VXVpks3AHYD7VdVVSf56RrFJmj7zWFp85rHUklEK5W8muTvwC8ApTVLeALhqNqFJmgHzWFp85rHUklEK5f8FvAu4AnhYM+xBwGenHZSkmTGPpcVnHkstGbpQrqoPAD+7bPA7m5ekBWAeS4vPPJbaM0qLMkn2A24LXH/ZqI9OLSJJM2Uer3NLF+8efvR849BMmcdSO4YulJM8FngNcBnwo75RBRwy3bAkzYJ5LC0+81hqzygtyi8FHl5VH5xVMOogW6fWG/NYWnzmsdSSUQrlPYEPzyoQSa0wjxeB9z7X6sxjqSVDP5kPeDnw/CSjzCOpW8xjafGZx1JLRn0y302B5yT5fv+IqrrFVKOSNCvmsbT4zGOpJaMUykfNLApJbTGPpcVnHkstGeU+yh+bZSCSZs88lhbfJHmcZAvwJuBAenfJ2FFVr5pWbNJ6M3T/piT7JHlpknOTXNoM+/UkT5tdeJKmyTyWFt+EeXwl8OyqOhQ4DHhqkkNnGa+0yEa5EOCVwO2BP6B3FArwJeCP1poxyZYkJyX5cpIvJXn66KFKmgLzWFp8Y+dxVV1YVZ9r3u8EzgZuNqM4pYU3Sh/l3wZuXVW7kuwGqKoLkgyTYEtHsJ9Lshk4PcmJVfXlMWKWND7zWFp8k+Tx1ZJsBe4EfGbZ8O3AdoAtW7awc+fOsQPdtWvX2PPO0tziumrvNSfZtXuv1SeY4PuYVFe/T5hdbKMUylcsnz7JAcD3B0/+U1V1IXBh835nkqUjWHewUrvMY2nxjZ3HfdNfH3g38Iyq+mH/uKraAewA2LZtW23evHmiYCedf1bmEtemK4aabPNq0815e3b1+4TZxDZKofxO4I1JngmQ5CDgWOBto6xwpSPYZtxUjmI34hHPqoY4goU1jmI9gh2oy7GtYKZ5vBFaoqCF2IbM2eWukcNzzNlBNvT3OX0T5XGSvegVyf9YVf88qyCl9WCUQvl5wF8CZwLXBb4KvB548bALWO0IFqZ7FLvRjnhWNeQRLKxyFOsR7Iq6HNsAM83jjdISBTOObYScXe7qHO7gttuw3+f0jZ3HSQK8ATi7qv5mlkFK68EohfKtga8ALwM2Ae+tqjOHndkjWKkTzGNp8U2Sx/cAHgWcmeQLzbDnVdUHph6ltA6sWSj3HX0+Bjgf+Ba9fokvTPJm4PFVVasswiNYac7MY2nxTSOPq+rjQGYdq7ReDHN7uO3AvYHDqurgqrpb84jMuwH3BJ40xDKWjmDvk+QLzeuB4wYtaWTmsbT4ppHHkkYwTNeLRwF/UlWn9g+sqlOTPAM4GnjtagvwCFaaO/NYWnwT57Hm5KRj5h2BxjRMoXwosNLjMj8GvHl64WiqTEz9lHksLT7zWGrZMF0vNjVP77mWZvgoT/eTNB/msbT4zGOpZcO0KO+V5HBWPuU6yp0zJM2HeSwtPvNYatkwSXURcNwa4yV1m3ksLT7zWGrZmoVyVW1tIQ5JM2QeLwivK9AqzGMBP/0/cfjR841jg7A/kyRJkjSAhbIkSZI0gIWyhuMpYUmStMFYKEuSJEkDWChLkiRJA1goS5IkSQNYKEvSenTSMV5bIEkTslCWJEmSBrBQliRJkgawUJYkSZIGsFCWJEmSBrBQliRJkgawUJYkSZIGsFCWJEmSBrBQliRpg0hyXJKLkpw171ikRbBnGytJchzwIOCiqrp9G+vc0HzIgGbAPJbWheOBVwNvmnMcG4P744XXVovy8cARLa1LM/LKE8/hlSeeM+8wND/HYx5LC62qTgF+MO84NDn3ye1opUW5qk5JsrWNdUmaDfNY2hiSbAe2A2zZsoWdO3eOvaxdu3ZNK6ypai2uq/YeeZZdu/caarq9dl8OMNH3M6qufp8wu9haKZSHNa3k3Ihf5DWMkZiwdnLOIynB71OS2lRVO4AdANu2bavNmzdPtLxJ55+VVuLadMVYs20eYr6f1D69aVvevl39PmE2sXWqUJ5mcm60L/IaxkxMWD0555WU81rnsLocW9s2QksUzDC2MQ9ylww82G35wHYlG/L7lLTwOlUoS1psG6UlCqYc29IFP5smX9S1DnY7tA03zPcpad3w9nCSJG0QSd4KfAq4bZLzkzxh3jFJXdZKoWxiSovPPF5MXhmvflX1yKo6qKr2qqqbV9Ub5h2T1GVt3fXikW2sR9LsmMeSpI3GrheSJEnSABbKkiRJ0gAWypIkSdIAFsqSJEkLygt2Z8tCWSMzKSVJ0kbgA0fWkaXi9Zl+q5IkzY374/XDFmVJkiRpAAtlSZIkaQALZUnaALy2QJJGZ+8ZSZoT+zFKUrfZoixJkiQNYDvGOuDpVEmSpOmzRVljs8+jJElazyyUJUmSpAHseiFJLfNMjCQtBluUJWkDscuUtD6Z27NhoSxJkiQNYNcLSZKkKbBFd/2xUF5gXUnIqx+acP+fm3MkUrd1JWclTZe5vX7Z9UKSJGmdsK/ydLVWKCc5IslXknwtyXPbWq/aY3Kuf+bx+mG+blzmsTS8VrpeJNkEvAa4P3A+cGqSE6rqy22sX9LkzGNp8ZnH0+XB5vrXVh/luwBfq6pzAZK8DXgIYGKOoeuJaZ/ldcs8HlOXc9Z83XDM4w3GHJ9MW4XyzYBv9n0+H7hrS+teF7q8o12JybnumMdDWuR8XWLerlvm8QQWKbdXi9X98/A6ddeLJNuB7c3Hy5J8ZcxF7Q98bzpRTd3MY3vW+LOuEdvzxlroBPEsWc/f58HTCqQLppjDsL6/92uYQo4sGRDX3PJ2ufX6fa6rHIYNk8etxDVmHg0Z22i5PSiWMeLr6vcJM8rjtgrlC4AtfZ9v3gy7hqraAeyYdGVJTquqbZMuZxaMbXRdjQu6HdsMrJnH08ph6Pa27WpsXY0LjK1DzGO6GxcY27hmFVtbd704FbhNklsm2Rt4BHBCS+uWNB3msbT4zGNpBK20KFfVlUmeBnwI2AQcV1VfamPdkqbDPJYWn3ksjaa1PspV9QHgAy2tbiqnjGbE2EbX1big27FNnXl8ta7G1tW4wNg6wzwGuhsXGNu4ZhJbqmoWy5UkSZIWmo+wliRJkgZYF4Vykt9J8qUku5OseMXjPB7bmeTGSU5M8tXm541WmO6qJF9oXjO7sGKtbZBknyRvb8Z/JsnWWcUyRmyPTfLdvu30hy3FdVySi5KctcL4JPm/TdxfTHLnNuJab8zjkeIxj0ePyzxuQVfzuGs53KzLPB49rvbzuKoW/gXcDrgtcDKwbYVpNgFfBw4B9gbOAA5tIba/Ap7bvH8u8PIVprushVjW3AbAU4DXNu8fAby9pe9wmNgeC7x6Dn9f9wLuDJy1wvgHAh8EAhwGfKbtGNfDyzweOhbzeLzYzON2tnMn87hLOTzsNjCPB8bWeh6vixblqjq7qta6IfrVj+2sqiuApcd2ztpDgDc2798IHNnCOlcyzDboj/ddwH2TpCOxzUVVnQL8YJVJHgK8qXo+DdwwyUHtRLd+mMdDM4/HYB63o8N53KUcBvN4LPPI43VRKA9p0GM7b9bCeg+sqgub998GDlxhun2TnJbk00mOnFEsw2yDq6epqiuBS4GbzCieUWMDeFhzOuVdSbYMGD8P8/rb2ojMY/N4Vszj9sxjW3cph8E8npWp/2116hHWq0nyEeCmA0b9WVX9S9vx9Fsttv4PVVVJVrrNyMFVdUGSQ4CPJjmzqr4+7VgX3L8Cb62qy5M8id6R9n3mHJNGYB4L83jhdTWPzeFWbZg8XphCuaruN+EihnqM9jhWiy3Jd5IcVFUXNs3/F62wjAuan+cmORm4E70+QtM0zDZYmub8JHsC+wHfn3IcY8VWVf1xvJ5en7MumNnf1npjHk+FeTwb5vGQuprHC5TDYB7PytT/tjZS14t5PbbzBOAxzfvHANc62k5yoyT7NO/3B+4BfHkGsQyzDfrjfTjw0Wp6yM/YmrEt62f0YODsFuIaxgnAo5urbQ8DLu07xafpMo/N41kxj9szjzzuUg6DeTwr08/jSa8G7MIL+G16/VAuB74DfKgZ/rPAB/qmeyBwDr2jwz9rKbabAP8OfBX4CHDjZvg24PXN+7sDZ9K7svRM4AkzjOda2wB4CfDg5v2+wDuBrwGfBQ5p8XtcK7ZjgC812+kk4OdbiuutwIXAT5q/sycATwae3IwP8Jom7jNZ4UpvX2tuZ/N4+HjM49HjMo/b2c6dzOOu5fBK28A8XjOu1vPYJ/NJkiRJA2ykrheSJEnS0CyUJUmSpAEslCVJkqQBLJQlSZKkASyUJUmSpAEslDVXSV6U5C3zjkPSeMxhafGZxyuzUJ5AkvOS/DjJZc1Tf45Pcv15x7WaJFuTVPOUH2lDM4elxWcea5YslCf3W1V1feDO9G5c/vxRZm6eHrMw34NJrXXIHJYWn3msmViYP4quq97z4T8I3L55DOb7knw3ycXN+5svTZvk5CQvTfIJ4EfAIUkel+TsJDuTnJvkSX3T3zvJ+Umek+SiJBcmOTLJA5Ock+QHSZ7XN/0eSZ6b5OtJvp/kHUlu3Iw+pfl5SXP0fbdmnsc36784yYeSHNy3vEry1CRfpfdUo2tI8sEkT1s27IwkD23evyrJN5P8MMnpSe45aBsu/Z7Lhp2X5H5r/V5J9k3ylmb4JUlOTXLgGl+bdDVz2BzW4jOPzeNps1CekiRb6D3y8fP0tus/AAcDtwB+DLx62SyPArYDm4FvABcBDwJuADwOeGWSO/dNf1N6j7O8GfAC4O+Bo4BfBu4J/HmSWzbT/jFwJPBr9B4bejG9RzoC3Kv5ecOqun5VfSrJQ4DnAQ8FDgD+g95jIvsdCdwVOHTAr/9W4JF92+LQ5nd/fzPoVOCOwI2BfwLemWTfActZy2q/12OA/YAt9B5V+mR6210aijlsDmvxmcfm8dS19dzw9fgCzgMuAy6hl2B/C1xnwHR3BC7u+3wy8JI1lv1e4OnN+3vT+0Pb1HzeDBRw177pTweObN6fDdy3b9xB9J6LviewtZl3z77xH6Tvmfb0/rn8CDi4+VzAfVaJdTOwq2/6lwLHrTL9xcAdmvcvAt7S93ueP2Ab32+I3+vxwCeBX5r334WvxXmZw1dPbw77WtiXeXz19ObxDF62KE/uyKq6YVUdXFVPqaofJ7luktcl+UaSH9I7xXLDJJv65vtm/0KSPCDJp5tTN5fQOyLev2+S71fVVc37paOz7/SN/zGwdPHCwcB7mtMel9D7o74KWOn0x8HAq/qm/wEQekfMA+PtV1U76R2xPqIZ9EjgH/t+tz9tTiVd2ix/v2W/27BW+73eDHwIeFuSbyX5qyR7jbEObTzmsDmsxWcem8czYaE8G88GbkvvKPMG/PQUS/qmqaU3SfYB3g28Ajiwqm4IfGDZ9KP4JvCA5p/G0mvf6vXdqhWmf9Ky6a9TVZ8cFO8K3go8Mr1+VvsCJzW/2z2B5wC/C9yo+d0uXeF32wVcd+lD88/sgGF+r6r6SVW9uKoOBe5O79TZo9eIWVqJOWwOa/GZx+bxxCyUZ2MzvaPKS5oO7i9cY/q9gX2A7wJXJnkA8OsTrP+1wEvTXASQ5ICm7xPNOnYDhyyb/ugkv9BMv1+S3xlxnR+gd5T5EuDtVbW7Gb4ZuLJZ755JXkCv79cg5wD7JvnN5gj0+fS2y5q/V5LDk/xik9A/pHcaaDfSeMxhc1iLzzw2jydmoTwbxwLXAb4HfBr4t9Umbk6X/AnwDnp9hn4fOGGC9b+qmf/DSXY2Mdy1WdeP6PVb+kRz2uSwqnoP8HJ6p0p+CJwFPGCUFVbV5cA/A/ejd5HAkg/R+/3Podd37H9Y4dRRVV0KPAV4PXABvaPa/itvV/y96F1g8S56iXk28DF6p4CkcRyLObzEHNaiOhbzeIl5PKZUrdWKL0mSJG08tihLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goS5IkSQNYKEuSJEkDWChLkiRJA1goS5IkSQNYKEuSJEkDWChvMElOTvLqYT9Lmo8kleTh845D0uJLsrX5n7Jt3rEsmj3nHYBmI8ljgVdX1fWXjXoo8JP2I5I0ooOAi+cdhKT5SHIycFZVPW3esWxkFsrrUJK9VhpXVT9oY/1VZTEuTaCqvj3vGCR1n/vc2bLrxQJIckSS/0hycZIfJPlQkts145ZOpzwyyUeT/Bh4EvAPwPWacZXkRc30I3WtSLJ3kpcnOT/Jj5KcmuQ3+sbfu1n+A5N8NskVwJOS7F5+iifJE5N8L8neU9gs0sJLz7OTfDXJ5U2eHdOMu7rrRZJPJvnrZfPeIMmPkzy0+bx3kpcl+UazrHOT/EkzblOSNyT5r2aeryZ5TpI9+pb3i0n+PckPk1yW5Iwkh7e3NaTFskb+/mKSjzT59oMkxyfZr2/e45O8L8nTk1zQ7N//Icl1l8YDvwY8tW8/vnWFfe5vJNknybFJvpPkf5J8OsmvzmO7rDe2KC+G6wHHAl8ErgM8H/jXJIf2TXMM8KfAE4CrgE3Ay4BbNeMvG3Pd/9As4/eB84EHNuv+lao6o2+6lwPPBr4G7AR+C3g8cFrfNI8H3lxVV4wZi7TevAz4I+BZwCnAAcCdBkz3FuDPkvyvqtrdDHsY8D/A+5vPbwTuCTwd+DxwMLClGbcHcAHwu8B3gbsAO4DvA29opvkn4Ixm3JXALzbLlzTYwPxNcj3gQ8Bn6eXTjYG/B46jl7dL7glcCNyPXq6+AziH3v786cDPAf8JPK+Z/rvA1ub98n3uX9HL78cD5zYx/VuS21TVhdP9tTeYqvK1YC96hfNVwK/SS5oCnr1smscClw2Y92R6fZfX/EyvQN4N3GLZMt4L/G3z/t7N+h+2bJqH0+tfuW/z+XbNdLef9/bz5asLL+D69ArRJ68wvoCHN+9vAlwB3Ldv/EeAHc372zTTHzHC+v8S+Ejf5x8Cj5n3dvHlaxFeq+Uv8ETgUmBz37ClfeWtm8/HA98ENvVN8/fLcvIa++dly3lY37DrNf8fHt03bBPwdeAvms9LtcK2eW+7RXvZ9WIBJLlVkn9K8vUkPwS+Q6+F6BZ9k502eO6J3BkI8OXmVOxlSS4DfpOftlSvtP5/oZe4D20+Px74bFWdNYM4pUV0KLAP8O9rTVhV3wf+DfgDgCQ/CxxOr6UZeq3Qu4GTVlpGkicnOS3Jd5s8fibX/B/yN8Drmy5cf5bk58f4naSNYrX8vR3wxara2Tfsk/RytP9M8Jer6qq+z98CfmbI9ffvc28F7AV8YmlAs9xPLVufxmChvBjeR++UzpOAu9LbKV4J9Pf13TWD9e5B7wj0V4A79r1uR6/w7XeN9VfvwoI3AY9PsifwKH56ilfS6N4CPCzJvsAj6LVG/ccwMyb5PXrdt44HfoNeHv8tff9DqupF9Haq7wXuDnwxyfI8lzSZ6nu//AK8Yvi6bNh9fq09iVZjodxxSW4C/Dzwsqr6SFWdDWxm7f7lV9A79TKJz9NrUb5pVX1t2euCIeZ/Pb1Wr6fQi/ltE8YjrSdnA5cD9x1y+hOanw+i17L8T9WcUwW+QO//+UoX3/0q8JmqenVVfa6qvsa1zwpRVV+tqv9bVb9J78D2D4eMTdpoVsvfs4FfTLK5b9jd6eXo2SOsY9j9+Nebae+xNCDJJuBuwJdHWJ8G8GK+7rsY+B7wxCTfBG4G/B96LcqrOQ/YN8n96RW8P6qqH42y4qo6J8k/AscneTbwOXoXJdwbOLeq/nmN+b+S5ONNvG+rqh+Osn5pPauqnUleBRyT5HJ6FwPdBPjlqvq7AdP/T5J307uY9w70ztIsjTsnyTvodZ14Or1cvTmwtareTO8CoccmeQC9i38eQe+K+osBklwHeAXwTnr/Ow6kKa5n8btLi261/KV3Ye2LgTcleQFwI+B1wD83B6nDOg+4S5Kt9C7IH3h716raleTvgJcn+R7wX/S6Vh1I78yRJmCLcsdV7wr33wN+CTgLeA3w5/SOZFeb75PAa4G30rtS9jljhvA4ene++Ct6V9++D7gX8I0h538DvdO7druQru1oelev/zm9lqZ30ytwV/IWekXy56tqeUvRo+ndueL/0svV44Gl21G9jt4V9f8EnErvwp7+281dRW9nfjzwFeA99Po3PmucX0raIAbmb9Mo9RvADejd+eJf6OXTqF2ZXkGvpfjL9Pbjt1hl2v8NvJ3e/voL9GqGI8o7XkwsPz1zJ01fkv8NPKGqfm7esUiSJI3CrheaiSTXp3cf16cDL51zOJIkSSOz64Vm5dX0+kl+gt5pX0mSpIVi1wtJkiRpAFuUJUmSpAEslCVJkqQBOnsx3/77719bt24da97du3ezxx7dPAYwttF1NS6YPLbTTz/9e1V1wBRD6oxJchjW9/c+K12NC9ZvbOs5h2H95nFX4wJjG9es8rizhfLWrVs57bTT1p5wgJ07d7J58+a1J5wDYxtdV+OCyWNLMuz9qBfOJDkM6/t7n5WuxgXrN7b1nMOwfvO4q3GBsY1rVnnczcMCSZIkac4slCVJkqQBLJQlSZKkASyUJUmSpAEslCVJkqQBLJQ3spOO6b0kdZu5Km0MJx0Dn9kx7yjUp7O3h5MkSdoQPBDuLAvljciE1ASSbAJOAy6oqgfNOx5JkmbFrheSRvV04Ox5ByFJ0qxZKEsaWpKbA78JvH7esUjSuuV1CZ3RaqGcZFOSzyd5X5vrlTQ1xwLPAXbPOQ5Jkmau7T7KS6dsb9DyeiVNKMmDgIuq6vQk915hmu3AdoAtW7awc+fOsde3a9euseedtdZju2rv3s+P/HXv5123D5zMbTaeLscmab5aK5T7Ttm+FHhWW+uVNDX3AB6c5IHAvsANkrylqo5amqCqdgA7ALZt21abN2+eaIWTzj9Lrca26YrlK19xUrfZeLocm6T5abPrxbF4ylZaWFV1dFXdvKq2Ao8APtpfJEuStN600qI8zCnbZrqpnLbt8mm0TsS2dBp3SXM6d9ft/2AOwaytE9tsBV2OTZLUcV6w13ltdb1Y85QtTPe0bZdPo809tuWncZdc73rzj20FXY0Luh3brFTVycDJcw5DkqSZaqXrhadsJUmStGi8j7IkLRrvsSpJrWj9EdaespWkIVkMS9Jc2aIsSZIkDWChLEmSJA1goSxJkiQNYKEsSdIGkmRTks8ned+8Y5G6zkJZkqSN5enA2fMOQloEFsqSJG0QSW4O/Cbw+nnHIi2C1m8PJ0mS5uZY4DnAio8UTbId2A6wZcsWdu7cOfbKdu3aNfa8s9SZuK7a+1qDdu3e66cfJtj2s9CZ7TbArGKzUJakRdV/n+XDj55fHFoISR4EXFRVpye590rTVdUOYAfAtm3bavPmFWvqoUw6/6x0Iq5NVwwcvHlpeBdiXKYT220Fs4jNrheSJG0M9wAenOQ84G3AfZK8Zb4hSd1moSxJ0gZQVUdX1c2raivwCOCjVXXUnMOSOs1CWZIkSRrAPsr6qc/s6PWXsq+jJK1rVXUycPKcw5A6zxZlSZIkaQALZUmSJGkAC2VJkiRpAAtlSZIkaQALZUmSJGkAC2VJkiRpAAtlSZIkaQALZUmSJGkAC2VJkiRpAJ/MJ0mS1KaTjpl3BBqSLcqShpJk3ySfTXJGki8lefG8Y5IkaZZsUZY0rMuB+1TVZUn2Aj6e5INV9el5B7au2NIkSZ3RSqGcZF/gFGCfZp3vqqoXtrFu9Rl2B7w03eFHzy4WLZyqKuCy5uNezavmF5EkrXPuj+eurRZlW6KkdSDJJuB04NbAa6rqM8vGbwe2A2zZsoWdO3eOva5du3ZNEOlszTS2q/Yeb76dOzfuNptQl2OTNF+tFMq2REnrQ1VdBdwxyQ2B9yS5fVWd1Td+B7ADYNu2bbV58+aJ1jfp/LM0s9g2XTHefE08G3KbTUGXY5M0P631UV6rJaqZZiqtUV1uHZhrbGu0VO3avdc1B0zQGjhNfp/dU1WXJDkJOAI4a63pJUlaRK0Vymu1RDXTTK01qsutA3OLbYiWqs3903RoG/p9zl+SA4CfNEXydYD7Ay+fc1iSJM1M67eHq6pLgKWWKEmL4yDgpCRfBE4FTqyq9805JkmSZqatu17YEiUtuKr6InCnecchSVJb2up6cRDwxqaf8h7AO2yJkiRJUpcN3fUiyUOSjFVYV9UXq+pOVfVLVXX7qnrJOMuRNJlJ8lhSN0ySxz5hUxrNKH2UXwJcmOTVSe46q4AkzZR5LC2+SfJ46bkGdwDuCByR5LBpByitF0MXyk1S3Q/4MfDuJF9J8vwkW2cVnKTpMo+lxTdJHlePzzWQhjTSXS+q6oyq+l/AFuCpwO8AX09ySpI/SNL6XTQkjcY8lhbfJHmcZFOSLwAX0bt7zbWeayCpZ+Q+TkluBRzVvHYDLwD+G3ga8DDgodMMUFOw9Kx4qWEeS4tv3Dxe67kGG+FR9HOPa5UHgF3r4V/gA8CGMKvYhi6UkzwVeBRwG+DtwKOq6tN9499N7+hUUkeZx9Lim1Yer/SEzY3yKPq5xrXGA8A2Lx/foW3Y1e8TZhPbKC3KDwD+Gjihqi5fPrKqfpTEViip28xjafGNncc+10AazSh9EU+uqncuT8okz1p6X1UfnlpkkmbBPO6qk46xm5SGNUke+4RNaQSjFMovWGH486cRiKRWmMfS4hs7j32ugTSaNbteJLnP0rRJDgfSN/oQoBs9zCWtyDyWFp95LLVvmD7Kb2h+7gMc1ze8gG8DfzztoCRNnXksLT7zWGrZmoVyVd0SIMmbqurRsw9J0rSZx9LiM4+l9o3yZD6TUlpw5vE6dtIx8Jkd845CLTCPpfas2qKc5Oyqul3z/pus8JjLqrrFDGKTNAXmsbT4zGNpPtbqevHEvvdHzTIQSTNjHkuLzzyW5mDVQrmqPt73/mOzD0fStJnH0uIzj9cJ75W+cIbuo5zkWUnu2Lw/LMl/J/mvJHebWXSSpso8lhafeSy1Z5QHjjwT+K/m/THA3wB/ARw75ZgkzY55LC0+81hqyTD3UV6yX1VdmmQzcAfgflV1VZK/nlFskqbPPJYWn3kstWSUQvmbSe4O/AJwSpOUNwCumk1omrulvlSHHz3fODRN5rG0+MxjqSWjFMr/C3gXcAXwsGbYg4DPTjsoSTNjHkuLzzyWWjJ0oVxVHwB+dtngdzYvSQvAPJYWn3m8AXmGd25GaVEmyX7AbYHrLxv10alFJGmmzGNp8ZnHUjuGLpSTPBZ4DXAZ8KO+UQUcMt2wJM3CJHmcZAvwJuDAZvodVfWq2UQqaSXuj6X2jNKi/FLg4VX1wVFX4g5W6oyx8xi4Enh2VX2uudr+9CQnVtWXpxuipDVMkseSRjBKobwn8OEx1+MOtm0+/UeDjZ3HVXUhcGHzfmeSs4GbAeax1K5J9seSRjBKofxy4PlJ/r+q2j3KStzBSp0xdh73S7IVuBPwmWXDtwPbAbZs2cLOnTvHDnTXrl1jzztrM4ntqr0nXsSu3XvBBNt8ljbc9zlbU8ljSWsbpVB+JnBT4DlJvt8/oqpuMexCVtrBSmrFxHmc5PrAu4FnVNUPly1jB7ADYNu2bbV58+aJgp10/lmaemybrpjKYjbUNpuiLsc2wFT2x5LWNkqhfNSkK1ttB9uMn0prVJdbB1qLbYzWqV279xo8Ys4tVH6fUzVRHifZi14O/2NV/fN0QpI0oon3x5KGM8p9lD82yYqG2cFOszWqy60DrcQ2ZuvU5kHzdWBbbvjvc0omyeMkAd4AnF1VfzO9qCSNYtL9saTh7THshEn2SfLSJOcmubQZ9utJnjbEvO5gpQ6YJI+BewCPAu6T5AvN64EzDVjStUy4P96S5KQkX07ypSRPn33E0uIaulAGXgncHvgDerd4A/gS8EdDzOsOVuqGsfO4qj5eVamqX6qqOzavD8wwVkmDTbI/XroL1aHAYcBTkxw6kyildWCUPsq/Ddy6qnYl2Q1QVRckudlaM1bVx4GMGaOk6Rk7jyV1xiT7Y+9CJY1glBblK1hWWCc5APj+4MkldZB5LC2+qeSxd6GS1jZKi/I7gTcmeSZAkoOAY4G3zSAuSbNhHkuLb+I8Xu0uVBvhfuhzi2uIO1KteAcq8C5Uq5hVbKMUys8D/hI4E7gu8FXg9cCLZxCXpNkwj6XFN1Eer3UXqo1yP/S5xDXkHakG3oEKvAvVGmYR2yiF8q2BrwAvAzYB762qM6cekaRZMo+lxTd2HnsXKmk0a/ZRTs9x9I5cnwf8FvBE4PNJ/qFJOkkdZh5Li29KeexdqKQRDNOivB24N3BYVZ26NDDJrwBvBZ4EvHYm0UmaFvNYWnwT57F3oZJGM8xdLx4F/El/UgI0n5/RjJfUbeZxV510TO8lrc08llo2TKF8KLDS4zI/1oyX1G3msbT4zGOpZcMUypuqauD9SJrho9yLWdJ8mMfS4jOPNzrPQLVumD7KeyU5nJX7NI1y5wwtov6kPPzo+cWhSZjH0uIzj6WWDZNUFwHHrTFeUreZxxvF0oGtB7XrkXm8qGwFXlhrFspVtbWFODQtJqMGMI+lxWceS+2zP5MkSZI0gIWyJEmSNICFsiRJkjSAhbIkSZI0gIWyJEmSNICFsiRJkjSAhbIkSZI0gE/xkSRJmgWfbbDwbFGWJEmSBrBQliRJkgawUNZoTjrGU0mSJGlDsFCWNJQkxyW5KMlZ845FkqQ2tFIou4OV1oXjgSPmHYSG5NkfSZpYWy3Kx+MOVlpoVXUK8IN5x7FevPLEc3jliefMOwxJ0ipaKZTdwUqSJGnRdOo+ykm2A9sBtmzZws6dO8dazq5du6YZ1lTNPLar9h571l279xp+4jG/m3Fs6O9zwUwrh6Hb23Yase21+3IAdk6Qs8sNzOEWc3U16/37XBRJjgMeBFxUVbefdzwa01K3qsOPnm8cG0CnCuWq2gHsANi2bVtt3rx57GVNMu+szTS2TVdMNPvmYedveftu2O9zwUwzh6Hb23bS2H6yxz695UyYs8tda3kd2obr+ftcIMcDrwbeNOc4pIXgXS8kSdog7AopjaZTLcoa39JFQc/0G9WMJHkrcG9g/yTnAy+sqjfMNypJ07YRulC1FtcYXau62g0Suvt9wuxia6WscgcrLb6qeuS8Y5A0exulC1UrcY3Ztaqr3SB7q+zm9wmzia2VQtkdrCRJkhaNfZQlSZKkASyUJUnaIJqukJ8Cbpvk/CRPmHdMUpd56ZckSRuEXSGl0diiLEmSJA1goSxJkiQNYKEsSZIkDWAfZUmSpClq6yFgV6/n/j832xVtYLYoayyvPPGcqxNUkiRpPbJFecFZrEpaTf//CFudJGk0tihLkiRJA1goS5IkSQPY9UKSWmR3KUlaHLYoS5IkSQNYKEuSJEkDWChLkiQtMG/ZOjv2UZakGXMHJm0M5vr6Y4uyJEmSNICFsibi6R5pcZivkjQau14sKHd2kiRJs2WLsiRJkjSAhbIkSZI0gIWyJEmSNIB9lDUVS32mn3n/n5tzJFJ3dPVaAvNVWp/M7emzUF4wXd3xSpK0UblvXr9a63qR5IgkX0nytSTPbWu9ape3n1rfzOP1xXzdmMzj6TKH1rdWWpSTbAJeA9wfOB84NckJVfXlNta/yExAdYV5PDzzVl1lHk9Pl/PcLhjT01bXi7sAX6uqcwGSvA14CGBirqDLCagNyzweYD3k6qDfwR3sumUebyAWzJNrq1C+GfDNvs/nA3ddPlGS7cD25uNlSb4y5vr2B7435ryzNtPYnjXZ7CPE9rxZxrHcev4+D55WIC1YM4+nmMOwvr/3q80+V1bP1ZVMOS5Yv9/nIuUwmMdLWolrzDya2r54wjgG6er3CTPK405dzFdVO4Adky4nyWlVtW0KIU2dsY2uq3FBt2Obh2nlMHR723Y1tq7GBca2SDZCHnc1LjC2cc0qtrYu5rsA2NL3+ebNMEmLwzyWFp95LI2grUL5VOA2SW6ZZG/gEcAJLa1b0nSYx9LiM4+lEbTS9aKqrkzyNOBDwCbguKr60gxXOZVTRjNibKPralzQ7dimyjy+hq7G1tW4wNg6wTy+WlfjAmMb10xiS1XNYrmSJEnSQmvtgSOSJEnSIrFQliRJkgZYF4Vykt9J8qUku5OseGuQeTy2M8mNk5yY5KvNzxutMN1VSb7QvGZ2YcVa2yDJPkne3oz/TJKts4pljNgem+S7fdvpD1uK67gkFyU5a4XxSfJ/m7i/mOTObcS13pjHI8VjHo8el3ncgq7mcddyuFmXeTx6XO3ncVUt/Au4HXBb4GRg2wrTbAK+DhwC7A2cARzaQmx/BTy3ef9c4OUrTHdZC7GsuQ2ApwCvbd4/Anh7S9/hMLE9Fnj1HP6+7gXcGThrhfEPBD4IBDgM+EzbMa6Hl3k8dCzm8XixmcftbOdO5nGXcnjYbWAeD4yt9TxeFy3KVXV2Va315KCrH9tZVVcAS4/tnLWHAG9s3r8ROLKFda5kmG3QH++7gPsmSUdim4uqOgX4wSqTPAR4U/V8GrhhkoPaiW79MI+HZh6PwTxuR4fzuEs5DObxWOaRx+uiUB7SoMd23qyF9R5YVRc2778NHLjCdPsmOS3Jp5McOaNYhtkGV09TVVcClwI3mVE8o8YG8LDmdMq7kmwZMH4e5vW3tRGZx+bxrJjH7ZnHtu5SDoN5PCtT/9vq1COsV5PkI8BNB4z6s6r6l7bj6bdabP0fqqqSrHQ/voOr6oIkhwAfTXJmVX192rEuuH8F3lpVlyd5Er0j7fvMOSaNwDwW5vHC62oem8Ot2jB5vDCFclXdb8JFzOyxnavFluQ7SQ6qqgub5v+LVljGBc3Pc5OcDNyJXh+haRpmGyxNc36SPYH9gO9POY6xYquq/jheT6/PWRf4SNghmcdTYR7Phnk8pK7m8QLlMJjHszL1v62N1PViXo/tPAF4TPP+McC1jraT3CjJPs37/YF7AF+eQSzDbIP+eB8OfLSaHvIztmZsy/oZPRg4u4W4hnEC8OjmatvDgEv7TvFpusxj83hWzOP2zCOPu5TDYB7PyvTzeNKrAbvwAn6bXj+Uy4HvAB9qhv8s8IG+6R4InEPv6PDPWortJsC/A18FPgLcuBm+DXh98/7uwJn0riw9E3jCDOO51jYAXgI8uHm/L/BO4GvAZ4FDWvwe14rtGOBLzXY6Cfj5luJ6K3Ah8JPm7+wJwJOBJzfjA7ymiftMVrjS29ea29k8Hj4e83j0uMzjdrZzJ/O4azm80jYwj9eMq/U89hHWkiRJ0gAbqeuFJEmSNDQLZUmSJGkAC2VJkiRpAAtlSZIkaQALZUmSJGkAC2XNVZIXJXnLvOOQNB5zWFp85vHKLJQnkOS8JD9Oclnz1J/jk1x/3nGtJsnWJNU85Ufa0MxhafGZx5olC+XJ/VZVXR+4M70blz9/lJmbp8cszPdgUmsdMoelxWceayYW5o+i66r3fPgPArdvHoP5viTfTXJx8/7mS9MmOTnJS5N8AvgRcEiSxyU5O8nOJOcmeVLf9PdOcn6S5yS5KMmFSY5M8sAk5yT5QZLn9U2/R5LnJvl6ku8neUeSGzejT2l+XtIcfd+tmefxzfovTvKhJAf3La+SPDXJV+k91egaknwwydOWDTsjyUOb969K8s0kP0xyepJ7DtqGS7/nsmHnJbnfWr9Xkn2TvKUZfkmSU5McuMbXJl3NHDaHtfjMY/N42iyUpyTJFnqPfPw8ve36D8DBwC2AHwOvXjbLo4DtwGbgG8BFwIOAGwCPA16Z5M5909+U3uMsbwa8APh74Cjgl4F7An+e5JbNtH8MHAn8Gr3Hhl5M75GOAPdqft6wqq5fVZ9K8hDgecBDgQOA/6D3mMh+RwJ3BQ4d8Ou/FXhk37Y4tPnd398MOhW4I3Bj4J+AdybZd8By1rLa7/UYYD9gC71HlT6Z3naXhmIOm8NafOaxeTx1bT03fD2+gPOAy4BL6CXY3wLXGTDdHYGL+z6fDLxkjWW/F3h68/7e9P7QNjWfNwMF3LVv+tOBI5v3ZwP37Rt3EL3nou8JbG3m3bNv/Afpe6Y9vX8uPwIObj4XcJ9VYt0M7Oqb/qXAcatMfzFwh+b9i4C39P2e5w/Yxvcb4vd6PPBJ4Jfm/Xfha3Fe5vDV05vDvhb2ZR5fPb15PIOXLcqTO7KqblhVB1fVU6rqx0mum+R1Sb6R5If0TrHcMMmmvvm+2b+QJA9I8unm1M0l9I6I9++b5PtVdVXzfuno7Dt9438MLF28cDDwnua0xyX0/qivAlY6/XEw8Kq+6X8AhN4R88B4+1XVTnpHrI9oBj0S+Me+3+1Pm1NJlzbL32/Z7zas1X6vNwMfAt6W5FtJ/irJXmOsQxuPOWwOa/GZx+bxTFgoz8azgdvSO8q8AT89xZK+aWrpTZJ9gHcDrwAOrKobAh9YNv0ovgk8oPmnsfTat3p9t2qF6Z+0bPrrVNUnB8W7grcCj0yvn9W+wEnN73ZP4DnA7wI3an63S1f43XYB11360PwzO2CY36uqflJVL66qQ4G70zt19ug1YpZWYg6bw1p85rF5PDEL5dnYTO+o8pKmg/sL15h+b2Af4LvAlUkeAPz6BOt/LfDSNBcBJDmg6ftEs47dwCHLpj86yS800++X5HdGXOcH6B1lvgR4e1XtboZvBq5s1rtnkhfQ6/s1yDnAvkl+szkCfT697bLm75Xk8CS/2CT0D+mdBtqNNB5z2BzW4jOPzeOJWSjPxrHAdYDvAZ8G/m21iZvTJX8CvINen6HfB06YYP2vaub/cJKdTQx3bdb1I3r9lj7RnDY5rKreA7yc3qmSHwJnAQ8YZYVVdTnwz8D96F0ksORD9H7/c+j1HfsfVjh1VFWXAk8BXg9cQO+otv/K2xV/L3oXWLyLXmKeDXyM3ikgaRzHYg4vMYe1qI7FPF5iHo8pVWu14kuSJEkbjy3KkiRJ0gAWypIkSdIAFsqSJEnSABbKkiRJ0gAWypIkSdIAFsqSJEnSABbKkiRJ0gAWypIkSdIAFsqSJEnSABbKkiRJ0gAWypIkSdIAFsqSJEnSABbKkiRJ0gAWypIkSdIAFsqSJEnSABbKkiRJ0gAWypIkSdIAFsqSJEnSABbKkiRJ0gAWypIkSdIAFsqSJEnSABbKkiRJ0gAWypIkSdIAFsqSJEnSABbKG1yS85L86bzjkNazJHskeV2S7yepJu/eN6VlvyjJd5rlPrb5fNaIyzg5yaunEY+0XnUhT5o8f/gUluO+f0h7zjsASdoAHgg8Drg3cC7wYyCTLjTJ7YEXAg8FPgVcCmwC/t+kyx6wrvOAV1fVK6a9bElDOwi4GCDJVuC/gF+pqtPmGdR6ZqGsqUuyB5CqumresUgdcWvgwqr65DATJ9m7qq4YcrkA762q6ht+2agBSuq+qvr2vGPYaOx6sQ6k59lJvprk8iTnJzkmyUeXnyZKcoMkP0ry0L7B10/yliSXJfn28tMxSfZLsiPJRUl2JvlYkm194x/bzPvA5pTvFcDtZvpLSwsiyfHAK4Fb9HW7OL6/60VzSvfvkrwiyXeBTzTDD03y/ibvLkry1iQ3bca9CHhPs4jdSWppeH/XiyR7Jnllkoub1yubdZ28LNQ9krwsyfeadb2iOeilmfZg4P80v0MhbUyr5cmNkryxybMfJ/lIkl9YmrHZl765me9/kpyb5Bl94yvJ05qc/1GSbyQ5qn/ly7pe/Ffz89Rm+MnNNL+S5MNNjD9M8vEkd5vlRlnPLJTXh5cBfw4cA/wC8DvAN4G/B34/yT590z6SXmvTv/YNexZwNnBneqdxX7ZUSCcJ8H7gZsCDgDsBpwAfTXJQ3zL2bWJ4EnAo8I3p/orSwno68BLgfHqnTX9lhemOotcd457Ao5v8OgU4C7gLcD/g+sC/NDvmVwBPbOY9qHkN8qfAY4E/BA6j93//9wdM9wfAlcDdgacBzwB+rxn30Cb+l6yxLmm9Wy1PjgfuCjyEXs7+CPi3JNdpxv8F8Iv09qW3BR4PXLBs+S8GTgDuCOwA3tTfMLXMXZqfR9DLyaUGsM3Am+n9L7kL8AXgA0luMtqvKgCqytcCv+jtOP8HePKAcfsA3wMe0TfsM8Ar+j6fB5y4bL7XAx9v3t+HXmF9nWXTfAF4TvP+sUABvzzv7eHLVxdf9IrV8/o+Hw+8r+/zycAXl83zEuDflw27UZNrd2k+P7z3b/wa07wIOKvv84XAc/s+B/gKcPKy9X9q2XJOBF7f9/k84E/nvS19+ZrXa7U8AW7T5Oa9+sbtR++6gT9sPp8AHLfK8gv4+2XDPgK8Zdk0D2/eb20+b1sj7jT/B47qG2Y+D/myRXnxHUqvIP735SOq6nJ6R5WPB2hOAd0FeMOyST814POhzftfBq4LfLfpXnFZksuA2wO36pvnSnrFs6TxnL7s8y8D91qWd99sxt2KISTZD7gp8NmlYdXbS352wORfXPb5W8DPDLMeaQNZKU9uB+ymb39aVZcCZ/LT/enfAb+X5Iymy8avDVj+avvjoST5mfTusnNOkkuBnU2MtxhlOerxYr717/XAF5Pcgl7B/KmqOnuE+fcAvkPvFM5yP+x7f3l58Z40iV3LPu9Br9vToFs4fWcG6//Jss+F3fOk5cbJk15TcNUHkxwMPAC4L/D+JO+sqsdNOcY3AgcCz6TXcnw5vca0vae8ng3Bf4KL72x6SXDfQSOr6kv0uls8kV4fyOMGTHbYgM9LxfTn6CXc7qr62rLXRdP4BSQN9Dl61xx8Y0Du7RxmAU2L1rfp6xfdXHewUj/p1VxB79Zzkq7tbHo11dUXzSW5Ab0+yV9eGlZV36uqN1fVY4EnAI9Zdh3Ravvj5ZbujLM8L38V+H9V9f6mBtiJ1xWMzUJ5wTU7zFcBxyR5XJJbJblLkj/qm+zvgecA1wPePmAxhyU5OsltkjwReDS9q/Sh1z/qE/QuIHpAklsmuVuSFycZ1MosaTpeQ6+P49uT3DXJIUnul94daDaPsJxXAc9J8ttJbgv8Nb2d5qh3rjgPuGeSmyXZf8R5pXWtqr4K/AvwuiT3TPKLwFvonXn9J4AkL0lyZLOvvR29i+/ObbpJLnlokic20xxNrxHs2BVWexG9e7L/RpIDm65WAOcAR6V315xfAd7GT4tqjchCeX04Gng5vbtOnA28G7h53/i300uSd6zQEvU3wC8Bn6d3Ve4LqupdcHV/xgcCH6VXcH8FeAe9K3a/NYtfRhJU1beAe9Dr9/hvwJfoFc+XN69hvYLetQr/AHy6GfYeehcBj+IFwBbg68B3R5xX2ggeR6///wnNz+sCR1TVj5vxlwMvBc6g1wC1GfitZct4EfAwen2h/wh4XFWdOmhlVXUl8Cf07mjzLXqFOvS6WV6f3nUPb6N3Jvm8SX+5jSrN1Y9ax5L8LPDfwK9V1SfmHY+k+UryeXp3tvnjecciqae5P/nvLDVUqRu8mG8dS7IXcBN691n+vEWytPE0Fw/9BvAxYC961yv8Ej+9B7MkaQUWyuvbPYCTgK8CvzvnWCTNx2561x38H3rd7b4MPKCqTptrVJK0AOx6IUmSJA3gxXySJEnSAK11vUhyHr17+V0FXFlVKz27HID999+/tm7dOta6du/ezR57dPMYwNhG19W4YPLYTj/99O9V1QFTDKkzJslhWN/f+6x0NS5Yv7Gt5xyG9ZvHXY0LjG1cs8rjtvsoH15V3xtmwq1bt3LaaeN1odu5cyebN49ym9H2GNvouhoXTB5bkm9MMZxOmSSHYX1/77PS1bhg/ca2nnMY1m8edzUuMLZxzSqPu3lYIEmSJM1Zmy3KBXy4uU/g66pqx/IJkmwHtgNs2bKFnTuHekrrtezatWuSOGfK2EbX1big27FJkqTJtFko/2pVXZDkZ4ATk/xnVZ3SP0FTPO8A2LZtW03SvN/VUwNgbOPoalzQ7dgkSdL4Wut6UVUXND8vovf41Lu0tW5JkiRpVK0Uykmul2Tz0nvg14Gz2li3JEmSNI62ul4cCLwnydI6/6mq/q2ldW9MJx3T+3n40fONQ9J0mduSwP8FLWmlUK6qc4E7tLEuSdoQ3ElK0sx5ezhJkiRpAAvl9WippUnS+me+SxvbScf4f2CGLJQlSZKkASyUJUmSpAEslCVJkqQBLJQlSZKkASyUJUmSpAHaeuCIJGkSXtUuSa2zRVmSJEkawEJZkiRJGsBCWdJIkmxK8vkk75t3LJIkzZKF8nrnE3s0fU8Hzp53EJIkzZqFsqShJbk58JvA6+cdiyRJs+ZdLySN4ljgOcDmQSOTbAe2A2zZsoWdO3eOvaJdu3aNPe+szSW2q/ZeeVyznd1m4+lybJLmy0JZ0lCSPAi4qKpOT3LvQdNU1Q5gB8C2bdtq8+aB9fTQJp1/llqPbdMVK4/ri8VtNp4uxyZdg90pW2XXC0nDugfw4CTnAW8D7pPkLfMNSdKovCB3nfKapJmwUJY0lKo6uqpuXlVbgUcAH62qo+YclqTReUGuNCQLZUmSNggvyJVGYx9lSSOrqpOBk+cchqTRHcsqF+RKuiYLZUmSNoBhLshtplv3d6/palwwRGyr3QEHrr4Lziws9HYbU6uFcpJNwGnABVX1oDbXvSHYiV+StLKlC3IfCOwL3CDJW5Zfa7BR7l7T1bhgjdhWuwNOb+bpBnOtxS/odhtT232UvYBAkqQ58IJcaXStFcpeQCBJkqRF0mbXi2NZ4wKCafWL2oh9aIChnty1mq5ut67GBd2OTZJW4gW50nBaKZSHvYBgmv2iNlofGmDoJ3etpqvbratxQbdj0zrh9QeSNBdttSgPdQGBJGkMS4X0tqfNNw5JWmda6aPsBQSSJElaND6Zb6PwGfCSJEkjaf2BI15AIEmSpEVgi7IkSZI0gIWyJEmSNICFsiRJkjSAhbIkSdJ64cX7U2WhLEmSJA1goSxJkiQNYKEsSevFZ3Z4ylWSpqj1+yhLkiRpRB4Ez4UtypIkSdIAFsqSJEnSABbKkiRJ0gD2UZakrrJPoiTNlS3KkoaSZN8kn01yRpIvJXnxvGOSJGmWbFGWNKzLgftU1WVJ9gI+nuSDVfXpeQcmSdIsWCivB56eVQuqqoDLmo97Na+aX0SSJM2WhbKkoSXZBJwO3Bp4TVV9Ztn47cB2gC1btrBz586x17Vr164JIp2t1mK7au+RJt+1e6/emwm2+6z4fUpaREMXykkeAry/qq6cYTySZmjSPK6qq4A7Jrkh8J4kt6+qs/rG7wB2AGzbtq02b948UbyTzj9LrcS26YqRZ9m86Qro6Hbb8N/nlEySx0n2BU4B9qFXA7yrql445RCldWOUi/leAlyY5NVJ7jqrgCTN1FTyuKouAU4CjphWYJKGNkkeL11rcAfgjsARSQ6bdoDSejF0odwk1f2AHwPvTvKVJM9PsnVWwUmarknyOMkBTUsySa4D3B/4zxmGK2mASfK4erzWQBrSSH2Uq+oM4IwkzwHuC/w18OIknwBeB7y1qnYvn89TPVJ3jJvHwEHAG5t+ynsA76iq97UVt6SfmiCPvdaA7sYFq8Q24jULs7hWYSG324RGvpgvya2Ao5rXbuAFwH8DTwMeBjx0wGzeVkrqkHHyuKq+CNypxTAlrWLM/bHXGjS6GhesENuo1yzM6PdbuO02oVEu5nsq8CjgNsDbgUf1F7pJ3g1cNGhebysldcMkeSypG6aVx1V1SZKlaw3OWmt6aSMapUX5AfRO7ZxQVZcvH1lVP0oy8OgV1j7Vo5Ys3XP58KPnG4fmZaI8ltQJY+dxkgOAnzRF8tK1Bi+fabTSAhulUD65qt65fGCSZ1XV3wBU1YdXmnmtUz3NsqbSL2rD9aEZtd8SDOy71NXt1tW4oNuxrWCiPJbUCZPksdcaSCMYpVB+AfCKAcOfD/zNsAtZ7VTPNPtFbag+NGPca3Wlvktd3W5djQu6HdsAU8ljSXM1dh57rYE0mjUL5ST3WZo2yeFA+kYfAqzZ7OupHmm+ppHHkubLPJbaN0yL8huan/sAx/UNL+DbwB8PsQxP9UjzNY08ljRf5rHUsjUL5aq6JUCSN1XVo8dZiad6pPmaRh5Lmi/zWGrf0H2UTUpp8ZnHC2Lp7jTSAOax1J5VC+UkZ1fV7Zr332SFex9X1S1mEJukKTCPpcVnHkvzsVaL8hP73h81y0AkzYx5LC0+81iag1UL5ar6eN/7j80+HEnTZh5Li8881sh8wNhU7DHshEmeleSOzfvDkvx3kv9KcreZRSdpqsxjafGZxxvIScf89KW5GLpQBp4J/Ffz/hh6NzX/C+DYKcckaXbMY2nxmcdSS0Z5Mt9+VXVpks3AHYD7VdVVSf56RrFJmj7zWFp85rHUklEK5W8muTvwC8ApTVLeALhqNqFJmgHzWFp85rHUklEK5f8FvAu4AnhYM+xBwGenHZSkmTGPpcVnHkstGeWBIx8AfnbZ4Hc2L0kLwDyWFp95LLVnlBZlkuwH3Ba4/rJRH51aRJJmyjyWFp95LLVj6EI5yWOB1wCXAT/qG1XAIdMNS9IsmMfS4jOPpfaM0qL8UuDhVfXBWQWjEXlfRY3OPN4IfNDAemceSy0Z5T7KewIfnlUgklphHkuLzzyWWjJKofxy4PlJRplHUreYx9LiM4+llozS9eKZwE2B5yT5fv+IqrrFVKOSNCtj53GSLcCbgAPp9YXcUVWvmlWgklbk/lhqySiF8lEzi0JSWybJ4yuBZ1fV55ongp2e5MSq+vKUYpM0HPfHUktGuY/yx2YZiKTZmySPq+pC4MLm/c4kZwM3AyyUpRa5P5baM8rt4fYBXgA8ErhJVe2X5NeBn6uqV88qQEnTM608TrIVuBPwmWXDtwPbAbZs2cLOnTvHjnXXrl1jzztrM4/tqr3Hmm3X7r2uOWCC7T9tG/r7nLJJ8tguVNJoRul68Up6rUd/ACzdkuZLzXALZWkxTJzHSa4PvBt4RlX9sH9cVe0AdgBs27atNm/ePFGwk84/SzONbdMVY8+6uX/ejm2/Dft9Tt8keWwXKmkEoxTKvw3cuqp2JdkNUFUXJLnZWjN6BCt1xth5DJBkL3pF8j9W1T/PME5JKxs7j+1CJY1mlEL5iuXTJzkA+P7gya/BI9iu8YEEG9XYeZwkwBuAs6vqb2YTnqQhTLI/7p9nKxu0C1VX44JlsY3ZDesaptgFa2G22xSNUii/E3hjkmcCJDkIOBZ421ozegQrdcbYeQzcA3gUcGaSLzTDnldVH5hBnJJWNkke08yz4btQdTUu6Ittgm5YfQubfBnXWNwCbLcpGqVQfh7wl8CZwHWBrwKvB148ygpXOoJtxk3lKHbDHPFM+Uizq9utq3FBt2Nbwdh5XFUfBzLT6CQNY6L9sV2opOGNUijfGvgK8DJgE/DeqjpzlJWtdgQL0z2K3RBHPDM40uzqdutqXNDt2AaYOI8lzd3YeWwXKmk0az7+Mj3H0TtyfR7wW8ATgc8n+Ycm6dbkEaw0P9PKYy2YpWsRtC5MKY+XulDdJ8kXmtcDZxe1tNiGaVHeDtwbOKyqTl0amORXgLcCTwJeu9oCPIKV5m7iPJY0dxPnsV2opNGs2aJM78jzT/qTEqD5/Ixm/Fo8gpXmaxp5LGm+zGOpZcO0KB8KrPS4zI8Bb15rAR7BSnM3cR5LmjvzeKOw21RnDNOivKmqBt5+ohk+zDIkzZd5LC0+81hq2TAtynslOZyVW4RHuXOGpPkwj6XFZx5rdD5gbCLDJNVFwHFrjJfUbeaxtPjMY6llaxbKVbW1hTgkzZB5vCDsl6hVmMdS++zPJEmSJA1goSxJkiQNYMf/ReTpWUmSpJmzRVmSJEkawEJZkiRJGsBCWZIkSRrAQlmSJEkawEJ5ozvpGC8OlCRJGsBCWZIkSRrAQlmSJEkawEJZkiRJGsBCWZIkab3zmqSxWChLkiRJA1goSxpKkuOSXJTkrHnHsi7Z0iNJnWOhLGlYxwNHzDsISePzgFcajYWypKFU1SnAD+Ydh6SJHI8HvNLQWimUPYKVJGn+POCVRrNnS+s5Hng18KaW1idpDpJsB7YDbNmyhZ07d469rF27dk0rrKmbSWxX7T3xInbt3utaw974oTMBeMzdt068/ElsuO9T0rrQSqFcVack2drGutazV554DgDPbOvwRhpRVe0AdgBs27atNm/ePNHyJp1/lqYe26YrprKYzcuW85Papze8A9uyCzGspMuxtW0jHPB2NS5oYpvCgfOK1uH3CbOLrVMl17SSc71+kXvtvhyAnbNIoJ07O7vduhoXdDs2SRrHRjng7WpccO0D3ukufH1+nzCb2DpVKE8zOdfjF/mTPZqWoVkkUBNTV7dbV+OCbsc2TUneCtwb2D/J+cALq+oN841KkqTZ6VShLKm7quqR845B0mQ84O22V554DnvtvpynzbDnhUZjoSxJ0gbhAa80mrZuD/dW4FPAbZOcn+QJbaxXkiRJGldbd73wCFaS5ujqu+bc/+fmHIkkLQ67XkjSHHnbR0nqLh9hLaC3s37jJ8+bdxiSJEmdYaEsSZIkDeDJPkmSpDla6oKl7rFFWZIkSRrAFuUF4JGmJEmaBu+AMxpblCVJkqQBLJQlSZKkASyUdQ2vPPEcu3pIkiRhoSxJkiQN5MV8kjQH8zpz44U8kjQ8W5QlSZKkASyUJUmSpAHseiFJkjQH87x43m5Yw7FFWZIkSRrAFmVJapG3X5SkxWGh3GGekpEkSZofu15I0gZky7Ykrc0W5Q5yByZJ0vrVpf28Z5BX11qLcpIjknwlydeSPLet9WoyPtJa/czjyXQtl8zvjck8lobXSotykk3Aa4D7A+cDpyY5oaq+3Mb6JU3OPJYWn3k8Xx6YLp62ul7cBfhaVZ0LkORtwEMAE3NBeGpGmMdjc+eoDjGP52AR/ge4nx+srUL5ZsA3+z6fD9y1pXV3ziIkzEpMpA3NPB7RouS6eb2hmMda1Ur/D1554jnstftynvYbvziPsOamUxfzJdkObG8+XpbkK2Muan/ge9OJauomju1ZUwrkmp4HI8Q2mxhWtJ6/z4OnFUgXTDGHYX1/79cypZwaENfz2o5hJev1+1xXOQwbJo+7GhfA/n8809iG+5+wwv+DGcc2kZnkcVuF8gXAlr7PN2+GXUNV7QB2TLqyJKdV1bZJlzMLxja6rsYF3Y5tBtbM42nlMHR723Y1tq7GBcbWIeYx3Y0LjG1cs4qtrbtenArcJsktk+wNPAI4oaV1S5oO81hafOaxNIJWWpSr6sokTwM+BGwCjquqL7WxbknTYR5Li888lkbTWh/lqvoA8IGWVjeVU0YzYmyj62pc0O3Yps48vlpXY+tqXGBsnWEeA92NC4xtXDOJLVU1i+VKkiRJC621J/NJkiRJi2RdFMpJfifJl5LsTrLiFY/zeGxnkhsnOTHJV5ufN1phuquSfKF5zezCirW2QZJ9kry9Gf+ZJFtnFcsYsT02yXf7ttMfthTXcUkuSnLWCuOT5P82cX8xyZ3biGu9MY9Hisc8Hj0u87gFXc3jruVwsy7zePS42s/jqlr4F3A74LbAycC2FabZBHwdOATYGzgDOLSF2P4KeG7z/rnAy1eY7rIWYllzGwBPAV7bvH8E8PaWvsNhYnss8Oo5/H3dC7gzcNYK4x8IfBAIcBjwmbZjXA8v83joWMzj8WIzj9vZzp3M4y7l8LDbwDweGFvrebwuWpSr6uyqWuuG6Fc/trOqrgCWHts5aw8B3ti8fyNwZAvrXMkw26A/3ncB902SjsQ2F1V1CvCDVSZ5CPCm6vk0cMMkB7UT3fphHg/NPB6DedyODudxl3IYzOOxzCOP10WhPKRBj+28WQvrPbCqLmzefxs4cIXp9k1yWpJPJzlyRrEMsw2unqaqrgQuBW4yo3hGjQ3gYc3plHcl2TJg/DzM629rIzKPzeNZMY/bM49t3aUcBvN4Vqb+t9WpR1ivJslHgJsOGPVnVfUvbcfTb7XY+j9UVSVZ6TYjB1fVBUkOAT6a5Myq+vq0Y11w/wq8taouT/Ikekfa95lzTBqBeSzM44XX1Tw2h1u1YfJ4YQrlqrrfhIsY6jHa41gttiTfSXJQVV3YNP9ftMIyLmh+npvkZOBO9PoITdMw22BpmvOT7AnsB3x/ynGMFVtV9cfxenp9zrpgZn9b6415PBXm8WyYx0Pqah4vUA6DeTwrU//b2khdL+b12M4TgMc07x8DXOtoO8mNkuzTvN8fuAfw5RnEMsw26I/34cBHq+khP2Nrxrasn9GDgbNbiGsYJwCPbq62PQy4tO8Un6bLPDaPZ8U8bs888rhLOQzm8axMP48nvRqwCy/gt+n1Q7kc+A7woWb4zwIf6JvugcA59I4O/6yl2G4C/DvwVeAjwI2b4duA1zfv7w6cSe/K0jOBJ8wwnmttA+AlwIOb9/sC7wS+BnwWOKTF73Gt2I4BvtRsp5OAn28prrcCFwI/af7OngA8GXhyMz7Aa5q4z2SFK719rbmdzePh4zGPR4/LPG5nO3cyj7uWwyttA/N4zbhaz2OfzCdJkiQNsJG6XkiSJElDs1CWJEmSBrBQliRJkgawUJYkSZIGsFCWJEmSBrBQ1lwleVGSt8w7DknjMYelxWcer8xCeQJJzkvy4ySXNU/9OT7J9ecd12qSbE1SzVN+pA3NHJYWn3msWbJQntxvVdX1gTvTu3H580eZuXl6zMJ8Dya11iFzWFp85rFmYmH+KLques+H/yBw++YxmO9L8t0kFzfvb740bZKTk7w0ySeAHwGHJHlckrOT7ExybpIn9U1/7yTnJ3lOkouSXJjkyCQPTHJOkh8keV7f9HskeW6Sryf5fpJ3JLlxM/qU5uclzdH33Zp5Ht+s/+IkH0pycN/yKslTk3yV3lONriHJB5M8bdmwM5I8tHn/qiTfTPLDJKcnueegbbj0ey4bdl6S+631eyXZN8lbmuGXJDk1yYFrfG3S1cxhc1iLzzw2j6fNQnlKkmyh98jHz9Pbrv8AHAzcAvgx8OplszwK2A5sBr4BXAQ8CLgB8DjglUnu3Df9Tek9zvJmwAuAvweOAn4ZuCfw50lu2Uz7x8CRwK/Re2zoxfQe6Qhwr+bnDavq+lX1qSQPAZ4HPBQ4APgPeo+J7HckcFfg0AG//luBR/Zti0Ob3/39zaBTgTsCNwb+CXhnkn0HLGctq/1ejwH2A7bQe1Tpk+ltd2ko5rA5rMVnHpvHU9fWc8PX4ws4D7gMuIRegv0tcJ0B090RuLjv88nAS9ZY9nuBpzfv703vD21T83kzUMBd+6Y/HTiyeX/2/9/encdLUtf3/n+9HVk0jqCBi6gjozEacTeTiBoTQfQKmkhc7pUEl2hEY0yMmusVY9xuDNGfC+aHN2ZE4hp3TYjRuMRB4wIqiiwSMRoUEMWFZRgMyMzn/lF1xubQ55zu01v1Oa/n49GPU91V1fXp6v6c/vT3+60q4ME98w6kuS76jYHN7bo37pn/EXquaU/zz+Vq4KD2fgGHLRPrRmBHz/IvB05eZvnLgHu20y8B3t7zOi/qs48PH+B1PRn4HHCPWX8uvM3PzRzevbw57G1ub+bx7uXN4wncbFEe3VFVtW9VHVRVz6iqnyS5aZK/TfLtJFfSdLHsm2RDz3oX9j5JkiOSnNZ23VxO84t4v55FflRVO9vphV9n3++Z/xNg4eCFg4APtt0el9N8qHcCS3V/HAS8rmf5HwOh+cXcN95eVbWd5hfr49qHjgbe0fPa/rTtSrqiff59Fr22QS33ut4GfBR4V5LvJnllkj1WsQ2tP+awOaz5Zx6bxxNhoTwZzwXuTPMr8+b8rIslPcvUwkSSvYD3A68CDqiqfYEPL1p+GBcCR7T/NBZue1czdquWWP5pi5a/SVV9rl+8S3gncHSacVZ7A9va1/ZA4HnA/wBu0b62K5Z4bTuAmy7caf+Z7T/I66qqn1bVS6vqYOD+NF1nT1ghZmkp5rA5rPlnHpvHI7NQnoyNNL8qL28HuL94heX3BPYCfgBcl+QI4KEjbP8NwMvTHgSQZP927BPtNnYBd1i0/HFJ7touv0+Sxw65zQ/T/Mp8GfDuqtrVPr4RuK7d7o2TvIhm7Fc/5wN7J3l4+wv0hTT7ZcXXleTQJHdvE/pKmm6gXUirYw6bw5p/5rF5PDIL5ck4AbgJ8EPgNOBfllu47S75Y+A9NGOGfgc4ZYTtv65d/2NJtrcx3Lfd1tU045Y+23abHFJVHwReQdNVciVwDnDEMBusqmuADwCH0xwksOCjNK//fJqxY//FEl1HVXUF8AzgJOBiml+1vUfeLvm6aA6weB9NYp4HfIqmC0hajRMwhxeYw5pXJ2AeLzCPVylVK7XiS5IkSeuPLcqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsrrQJI3J/nQCOvvl6SSPGh8UUkaVpuHj1nqviRpvG486wA0Fc8CMusgJI3sQOCyWQchSeuFhfI6UFVXzDoGSaOrqu/NOgZJWk8cerEO9A69SON5Sb6Z5CdJzk5yzKLlfyXJGUn+K8lXgPvOJHBpDUtyapK/SfLqJD9O8oMkz0qyV5LXJ7k8yXeSPL5nnWWHWiS5dZJ3JPlRkquTnJnk0HbeLyT5xyTfS7IjyZeTPGLR+o9Kclb7v+HHST6V5IDJ7QVpPrV5ekKS77fflacl+bWe+b+U5JQkVyS5Ksnnk9y9Z/4T2+/fa9rneEvPvBvkeZILkvzpomWemeSf21z/du93eZJPJjlx0XPcvF32UePeH2uZhfL68xfAU4A/BA4Gjgf+NsnDAZLcDPhn4FvAFuD5wKtmE6q05v0usJ3mx+hfAScA/wCcT5N/bwFOSnLgSk+U5OeATwGbgaOAuwMv61nkZsBHgIcA9wTeD3wgyS+1698KeFe7zbsAvw68baRXJ61drwT+J/Bk4N7A2cC/JDkwya2BzwBFk2/3AV4PbABI8jTgb4G/A+4BHAmcs4oYXgqcAtwL2Aq8NcmWdt4bgd9JslfP8kcDVwH/tIptrVupqlnHoAlL8mZgP5qk/iHw0Kr6t575JwB3qqojkxxL8w/gtlV1VTv/GJovzEOr6tTpRi+tTUlOBfaqqvu19wNcCny+qn6rfWwPYAfwO1X1viQFPLaq3tfO330/yVOB1wC3r6ofDhjDacCHquovktwHOAPYXFXfHuuLldaQ9kfpZcDvV9Vb28c20PzAfSfNMUHHAL9YVdf2Wf8i4O1V9fwlnv96ed4+dgFwYlW9qmeZk6rqqT3LfAL4XlUd0xbIFwPPrKp3tfNPB/6tqv4UDcwxyuvLwcDeNL96e38h7QFc0E7fBThroUhufX464UnrzlkLE1VVSS6laZlaeOynSS4D/tsAz3VvmtztWyS3X+4vBh5Bc1DgHjT/DxZi+CrwCeCcJB9rp99XVT8Y+lVJa9sv0OTPZxceqKqdST7Pz75nP7NEkfzfgNsA/zqGOBZ/N38eeHgbzzVJ3kbT4v2uJHcFfhV40hi2u65YKK8vC0NtfhP4zqJ5P51yLJJumHe1xGPjGCb3KuBhwJ8C3wCuBt4K7Am7v+gfChwCPJRmiNbxSX6jqr46hu1L68E4uumLG56pao9VPM9JwFlJbkdTMH++qs4bNbj1xjHK68vXgGuAg6rqPxbdFrpazwPu3rY+LThk6pFKGtZXgHsk2W+J+b8GvLWq3l9VZwEX0bSM7VaNz1fVS4FfAb5LM2RL0s98E7gWeMDCA+3Qi/vRfM9+Bfi1JHsuXrGqLqUZEvHgZZ7/BzS9PgvPfUDv/R6Lv5sPofkOX9jWucDpwFNphoKcvNyLUn+2KK8jVbU9yauAV7XjIT9Nc4DPIcCuqtoK/D3wcuDkJC8Dbg382axiljSwv6c5+PYfkzyf5sv4bsD2qtpGM37yt5P8I02r9YtpuogBSHIIcDjwUeD7NEM5NtF88UtqVdWOJH8DvCLJD4H/BJ4NHAD8X5pGyKcD70nycprxzL8CnFdVZ9J8x742yfdpDp6/KfDgqnp1u4lPAn+Y5HPATuAvgf/qE8qjknwROBV4DE3xvfgsVW8E3kCT8+8e/dWvP7Yorz9/DryEpvv1XODjwKNpEp12bPIjgF8EvkzTXfu/ZxGopMFV1Q7gN2haiv+J5ij6l/KzruDn0Bws+G80Z784rZ1ecAVNC9mHaIZmvBr4P1X19mnEL82Z/01TeP4dcCbN2SseVlWXVNXFNGeN2RPYRtPC/EfAdQBV9Tc0Z556Kk2e/gtw157nfi7NmadOBd5HM4Ti0j4xvITm+/ss4A+A36uqLy5a5t00rd/vqartI7zedcuzXkiSJM2RfmfGWGK5W9Mck/QbVfXZ5ZZVfw69kCRJWkPaU0v+PM2wja9YJK+eQy8kSZLWlgcAlwD3pxnioVVy6IUkSZLUhy3KkiRJUh9TG6PcXn5xO82pTq6rqi3LryFJkiTNzrQP5jt0qcurLrbffvvV5s2bV7WRXbt2caMbdbOx3NiG19W4YPTYzjjjjB9W1f5jDKkzRslhWNvv+6R0NS5Yu7Gt5RyGtZvHXY0LjG21JpXHnT3rxebNm/nSl760qnW3b9/Oxo0bxxzReBjb8LoaF4weW5Jvr7zUfBolh2Ftv++T0tW4YO3GtpZzGNZuHnc1LjC21ZpUHk/zZ0EBH0tyRpJjp7hdSZIkaWjTbFH+taq6OMl/Az6e5N+r6tO9C7QF9LEAmzZtYvv21V1EZseOHSMHOynGNryuxgXdjk2SJI1maoVye0lHqurSJB8EfhX49KJltgJbAbZs2VKjNO93tWsAjG01uhoXdDs2SZK0elMZepHk55JsXJgGHkpzfXNJkiSpk6bVonwA8MEkC9v8+6r6lyltW5IkSRraVArlqvoWcM9pbEtjsu345u+hx802DknLM1el7lvI0wXm69zo5snwJEmSpBmzUJYkSZL66OwFRzQji7uHJEmS1ikLZUmSpEmw8WnuWShL0lqw7XjYuSdsuNYDhSRpTByjLEmSJPVhoSxJkiT1YaGsnzl966wjkCRJ6gwLZUmSJKkPC2VJkqRp2na8Z8SYExbKkiRJUh8WypIkrSNJNiT5SpIPzToWqesslCVJWl+eBZw36yCkeWChLEnSOpHktsDDgZNmHYs0D7wynyRJ68cJwPOAjUstkORY4FiATZs2sX379lVvbMeOHated5KmFtfOPZef32ffdnWfwfqMzUJZy1s4KtdL4krSXEvyCODSqjojyYOWWq6qtgJbAbZs2VIbNy5ZUw9k1PUnZSpxbbh2pSCWeLib+wzWX2wWypKGkmQD8CXg4qp6xKzjWbc8tZSG9wDgt5IcCewN3DzJ26vqmBnHJXWWY5QlDcsDgaQ5VFXHVdVtq2oz8DjgkxbJ0vIslCUNzAOBJEnriUMvJA3jBJY5EGg9HAQEHYmtz0FCO3bt0UyMsN8npRP7bAldjm1SqupU4NQZhyF13lQLZcc2SvNrkAOB1stBQNCB2JY4SGjjhmuXPEBo1ma+z5bR5dgkzc60h144tlGaXwsHAl0AvAs4LMnbZxuSJEmTM7VC2bGN0nzzQCBJ0nozzaEXJzClk5x3ebxZp2NbGN/YzwzHPHZ6n3U4NkmSNJqpFMqzOMl5l8ebdTa2G/20Gd/Yz4xj7uw+o9uxTYoHAkmS1oNpDb1wbKMkSZLmylQKZcc2StIUbTveK/dJ0hh4wRFJkiSpj6lfcMSxjZIkSZoHtihLkiRJfVgoS5IkSX1YKGswHhwkSZLWGQtlSZIkqY+pH8ynDtrdUrznTMOQJEnqEluUJUmSpD5sUZYkSRonj+lZM2xRliRJkvqwRVmS5oktVZI0NbYoS5IkSX1YKEuSJM2C1yjoPAtlSZIkqQ8LZUmSJKkPC2VJktaJJHsn+UKSryY5N8lLZx2T1GWe9UKSpPXjGuCwqroqyR7AZ5J8pKpOm3VgUhdZKEuStE5UVQFXtXf3aG81u4ikbrNQljSQJHsDnwb2ovnf8b6qevFso5I0rCQbgDOAOwKvr6rTF80/FjgWYNOmTWzfvn3V29qxY8cIkU7OxOPauedwy/fs467uM1ifsQ1cKCd5JPDPVXXdRCKRNHEj5rFdtvNm4bRThx432zg0VqN+H1fVTuBeSfYFPpjkblV1Ts/8rcBWgC1bttTGjRtHinfU9SdlonFtuHa45RfF0tV9BusvtmEO5nsZcEmSE5Pcd+yRSJqGVedxNeyylWZvLN/HVXU5sA142LgCk9aagQvlqroncDjwE+D9Sb6e5IVJNk8qOEnjNWoeJ9mQ5EzgUuDji7tsJU3eKHmcZP+2JZkkNwEeAvz7BMOV5tpQY5Sr6qvAV5M8D3gw8GrgpUk+C/wt8M6q2rV4Pcc2St2x2jxu1122y3Y9jG2EGce2zNjHHbv26D9jhPdhXHw/x2uEPD4QeEs7TvlGwHuq6kPTiluaN0MfzJfkF4Bj2tsu4EXAd4BnAo8GHtVnNcc2Sh2yyjzeraouT7LQZbvuxjbCDGNbYezjxn7zO7IffT/HazV5XFVnAfeeYpjSXBvmYL4/BB4P/CLwbuDxvYVukvfTdMfegKej6ajVXF9+2/EeGDTHRsnjJPsDP22L5IUu21dMPmpJvUbJY0nDGaZF+Qiarp1TquqaxTOr6uokS7ZCrXQ6mnaZsXTbdrkbrVOxLerCXbLbdrEpd+N2ap8t0uXYljBKHttlK3XDSN/HkgY3TKF8alW9d/GDSZ5TVa8BqKqPLbXySmMb22XG1m3b5W60zsTWp4u2b7ftDRaafvyd2Wd9dDm2Pladx3bZSp0x0vexJmQ1vbTqvGFOD/eiJR5/4TAb9HQ00kyNJY8lzZR5LE3Jii3KSQ5bWDbJoUB6Zt8BWLEf3rGN0myNI48lzZZ5LE3fIEMv3tT+3Qs4uefxAr4H/NEAz+HYRmm2xpHHkmbLPJambMVCuapuD5DkrVX1hNVsxLGN0myNI48lzZZ5LE3fMFfmMymlOWceS/PPPJamZ9kW5STnVdVd2ukLWeLcx1V1uwnEJmkMzGNp/pnH0mysNPTiqT3Tx0wyEEkTYx5L8888lmZg2UK5qj7TM/2pyYcjadzMY2n+mcfSbAw8RjnJc5Lcq50+JMl3kvxnkvtNLDpJY2UeS/PPPJamZ5gr8z2bn52a5njgNTTnbDwBuO94w5I0IebxPPKKX7o+81iakmEK5X2q6ookG4F7AodX1c4kr55QbJLGzzyW5p95vNb0/hje8szZxaEbGKZQvjDJ/YG7Ap9uk/LmwM7JhCZpAsxjaf6Zx9KUDFMo/y/gfcC1wKPbxx4BfGHcQUmaGPNYmn/msTQlAxfKVfVh4NaLHn5ve5M0B8xjaf6Zx9L0DNOiTJJ9gDsDN1s065Nji0jSRJnH0vwzj6XpGLhQTvIk4PXAVcDVPbMKuMN4w5I0CeaxNP/MY2l6hmlRfjnwmKr6yKSCkTRx5rE0/8xjaUoGvuAITVH9sUkFImkqzGNp/pnH0pQMUyi/AnhhkmHWkdQt5rE0/8xjaUqGvTLfrYDnJflR74yqut1Yo5I0KeaxNP9WncdJNgFvBQ6gGdO8tapeN6lApXk3TKF8zMSikDQt5rE0/0bJ4+uA51bVl9sr+52R5ONV9bUxxSatKcOcR/lTkwxE0uSNkse2REndMEoeV9UlwCXt9PYk5wG3ASyUpT6GOT3cXsCLgKOBn6+qfZI8FLhTVZ04qQAljc+IeWxLlNQB4/o+TrIZuDdw+qLHjwWOBdi0aRPbt29fdaw7duxY9bqTNJG4du45lqfp6j6D9RnbMEMvXkvzq/N3gYVT0pzbPr5sYtoSJXXGqvPYliipM1adxwuS3Ax4P/AnVXVl77yq2gpsBdiyZUtt3LhxpGBHXX9Sxh7XhmvH8zw/93Od3WfQ3fcTJhPbMIXybwN3rKodSXYBVNXFSW4zwLq2REndMEoe77ZUS5Q6atvxzd9Dj5ttHBqXkfI4yR40RfI7quoDE4xTmnvDFMrXLl4+yf7Aj/ov/jO2RHXMwpem1qNV53HP8ku2RK2HLluYQWwDdunu2LXH8guM8H6MyvdzrFadx0kCvAk4r6peM5nwpLVjmEL5vcBbkjwbIMmBwAnAu4bZoC1Ra4CtU/NspDxeqSVqvXTZwpRjG6JLd+Nyy854f/p+js0oefwA4PHA2UnObB97QVV9eAJxSnNvmEL5BcBfAWcDNwW+AZwEvHTQJ1iuJaqdP5bWqC63DnQitiVap1ZsjVpsSq1TndhnS+hybEtYdR7bEiV1xqrzuKo+A2Si0UlryDCF8h2BrwN/CWwA/qGqzh505UHGRI2zNarLrQMzj22ZFqdlW6NusPD0XsfM99kyuhxbH6PksS1RUjeM9H0saXArFso9rUhPBC4CvkszvvjFSd4GPLmqasDnsCVKmoFx5LEtUdJsjSOPJQ1nkOvEHws8CDikqg6qqvu1l8i8H/BA4GkDPMdCS9RhSc5sb0euNmhJQxtHHkuaLfNYmrJBhl48Hvjjqvpi74NV9cUkfwIcB7xhuSewJUqauZHzWNLMmcdd5Jmk1rRBWpQPBpa6XOan2vmSus08luafeSxN2SCF8oaq6nt6g/bxQZ5D0myZx9L8M4+lKRtk6MUeSQ5l6aETw5w5Q9JsmMfS/DOPpSkbJKkuBU5eYb6kbjOPpflnHktTtmKhXFWbpxCHpAkyj+eUBwmph3ksTZ/jmSRJkqQ+LJQlSZK64vSt9iZ1iIWyJEmS1IeFsiRJktSHhbIkSZLUh4WyJEmS1IeFsiRJktSHhbJWb9vxHpkrSZLWLAtlSZIkqQ8LZUmSJKmPFS9hrTXEYRKSJEkDs1CWpPWi98fyocfNLg5JmhMOvZAkSZL6sFCWJGmdSHJykkuTnDPrWKR5YKEsaSB+wUprwpuBh806CGleTKVQ9gtWWhPejF+w0lyrqk8DP551HGuC1xJYF6Z1MN+bgROBt05pe5LGrKo+nWTzrOOQNFlJjgWOBdi0aRPbt29f9XPt2LFjXGGN1Vji2rnn6M/Rx45dezQTI+z3Senq+wmTi20qhbJfsNL6sB6+YGGKsQ35Rbz7C3YQU/4S9v2cH1W1FdgKsGXLltq4ceNIzzfq+pMyclwbrh1PIH1s3HAtrNX9NkGTiM3Tw0kam/XyBQuTje21Hz8fgGffePgv4o2DfnnPYN+u1/dT0vzqVKE8rtaoLrcOzDS2FVqnhmqN6jXhlinfT0nSerP7B/ND7jTjSNa3ThXK42yN6nLrwMxiG6ClaeDWqOutNPnX4/spSaNL8k7gQcB+SS4CXlxVb5ptVFJ3eXq4dWLhl6m0Wu0X7OeBOye5KMlTZh2TpOFU1dFVdWBV7VFVt7VIlpY3lRZlf8GubXYPrQ9VdfSsY5AkaZqmddYLv2AlSZI0Vxx6IUmSJPVhoSxJkiT1YaEsSZIk9WGhLEnr0Gs/fr5nw5GkFVgoS5IkSX106oIjGj9bjKT5Yb5KUrdYKEuSJA1o97UDrKDWBYdeSJIkdZTHE8yWhbIkSZLUh4WyxsZfvZIkaS2xUJYkSZL6sFCWJEmS+vCYTUmSpBU4tHB9skVZktYxjy2QpKXZorxG+cUnSZI0GluUJUmSOs7en9mwRXmNMYmk+WLOSlJ32aIsSZIk9WGhrLGze0iaP+atJN2QQy8kSZKW4A/I9W1qLcpJHpbk60n+I8nzp7VdzY7/XNYe81iaf+axNLiptCgn2QC8HngIcBHwxSSnVNXXprH99aCrRelCXM9+yJ1mHIlGZR6PV9dzFszbtcg8nn+L/3eYp5M1raEXvwr8R1V9CyDJu4BHAiamND/M4xF0tTBejj901yTzeEDzmLMav2kVyrcBLuy5fxFw38ULJTkWOLa9e1WSr69ye/sBP1zlupM2s9ies/Iiq4ztBePY9nLW8vt50LgCmYIV83iMOQxr+30fyCryZoi4Vs7bEeLoZ62+n/OUw2AeLxg5rjHlRT9tbIPl6ATj6Ker7ydMKI87dTBfVW0Fto76PEm+VFVbxhDS2Bnb8LoaF3Q7tlkYVw5Dt/dtV2PralxgbPNkPeRxV+MCY1utScU2rYP5LgY29dy/bfuYpPlhHkvzzzyWhjCtQvmLwC8muX2SPYHHAadMaduSxsM8luafeSwNYSpDL6rquiTPBD4KbABOrqpzJ7jJsXQZTYixDa+rcUG3Yxsr8/h6uhpbV+MCY+sE83i3rsYFxrZaE4ktVTWJ55UkSZLmmpewliRJkvqwUJYkSZL6WBOFcpLHJjk3ya4kS54aZBaX7UxyyyQfT/KN9u8tllhuZ5Iz29vEDqxYaR8k2SvJu9v5pyfZPKlYVhHbk5L8oGc//f6U4jo5yaVJzllifpL8dRv3WUnuM4241hrzeKh4zOPh4zKPp6Credy1HG63ZR4PH9f087iq5v4G3AW4M3AqsGWJZTYA3wTuAOwJfBU4eAqxvRJ4fjv9fOAVSyx31RRiWXEfAM8A3tBOPw5495Tew0FiexJw4gw+X78O3Ac4Z4n5RwIfAQIcApw+7RjXws08HjgW83h1sZnH09nPnczjLuXwoPvAPO4b29TzeE20KFfVeVW10pWDdl+2s6quBRYu2zlpjwTe0k6/BThqCttcyiD7oDfe9wEPTpKOxDYTVfVp4MfLLPJI4K3VOA3YN8mB04lu7TCPB2Yer4J5PB0dzuMu5TCYx6syizxeE4XygPpdtvM2U9juAVV1STv9PeCAJZbbO8mXkpyW5KgJxTLIPti9TFVdB1wB/PyE4hk2NoBHt90p70uyqc/8WZjVZ2s9Mo/N40kxj6dnFvu6SzkM5vGkjP2z1alLWC8nySeAW/WZ9WdV9Y/TjqfXcrH13qmqSrLU+fgOqqqLk9wB+GSSs6vqm+OOdc79E/DOqromydNofmkfNuOYNATzWJjHc6+reWwOT9W6yeO5KZSr6vARn2Jil+1cLrYk309yYFVd0jb/X7rEc1zc/v1WklOBe9OMERqnQfbBwjIXJbkxsA/wozHHsarYqqo3jpNoxpx1gZeEHZB5PBbm8WSYxwPqah7PUQ6DeTwpY/9sraehF7O6bOcpwBPb6ScCN/i1neQWSfZqp/cDHgB8bQKxDLIPeuN9DPDJakfIT9iKsS0aZ/RbwHlTiGsQpwBPaI+2PQS4oqeLT+NlHpvHk2IeT88s8rhLOQzm8aSMP49HPRqwCzfgt2nGoVwDfB/4aPv4rYEP9yx3JHA+za/DP5tSbD8P/CvwDeATwC3bx7cAJ7XT9wfOpjmy9GzgKROM5wb7AHgZ8Fvt9N7Ae4H/AL4A3GGK7+NKsR0PnNvup23AL00prncClwA/bT9nTwGeDjy9nR/g9W3cZ7PEkd7eVtzP5vHg8ZjHw8dlHk9nP3cyj7uWw0vtA/N4xbimnsdewlqSJEnqYz0NvZAkSZIGZqEsSZIk9WGhLEmSJPVhoSxJkiT1YaEsSZIk9WGhrJlK8pIkb591HJJWxxyW5p95vDQL5REkuSDJT5Jc1V71581JbjbruJaTZHOSaq/yI61r5rA0/8xjTZKF8uh+s6puBtyH5sTlLxxm5fbqMXPzPpjUWoPMYWn+mceaiLn5UHRdNdeH/whwt/YymB9K8oMkl7XTt11YNsmpSV6e5LPA1cAdkvxekvOSbE/yrSRP61n+QUkuSvK8JJcmuSTJUUmOTHJ+kh8neUHP8jdK8vwk30zyoyTvSXLLdvan27+Xt7++79eu8+R2+5cl+WiSg3qer5L8YZJv0FzV6HqSfCTJMxc99tUkj2qnX5fkwiRXJjkjyQP77cOF17nosQuSHL7S60qyd5K3t49fnuSLSQ5Y4W2TdjOHzWHNP/PYPB43C+UxSbKJ5pKPX6HZr38HHATcDvgJcOKiVR4PHAtsBL4NXAo8Arg58HvAa5Pcp2f5W9FczvI2wIuANwLHAL8MPBD48yS3b5f9I+Ao4DdoLht6Gc0lHQF+vf27b1XdrKo+n+SRwAuARwH7A/9Gc5nIXkcB9wUO7vPy3wkc3bMvDm5f+z+3D30RuBdwS+Dvgfcm2bvP86xkudf1RGAfYBPNpUqfTrPfpYGYw+aw5p95bB6P3bSuG74Wb8AFwFXA5TQJ9n+Bm/RZ7l7AZT33TwVetsJz/wPwrHb6QTQftA3t/Y1AAfftWf4M4Kh2+jzgwT3zDqS5LvqNgc3tujfumf8Req5pT/PP5WrgoPZ+AYctE+tGYEfP8i8HTl5m+cuAe7bTLwHe3vM6L+qzjw8f4HU9GfgccI9Zfy68zc/NHN69vDnsbW5v5vHu5c3jCdxsUR7dUVW1b1UdVFXPqKqfJLlpkr9N8u0kV9J0seybZEPPehf2PkmSI5Kc1nbdXE7zi3i/nkV+VFU72+mFX2ff75n/E2Dh4IWDgA+23R6X03yodwJLdX8cBLyuZ/kfA6H5xdw33l5VtZ3mF+vj2oeOBt7R89r+tO1KuqJ9/n0WvbZBLfe63gZ8FHhXku8meWWSPVaxDa0/5rA5rPlnHpvHE2GhPBnPBe5M8yvz5vysiyU9y9TCRJK9gPcDrwIOqKp9gQ8vWn4YFwJHtP80Fm57VzN2q5ZY/mmLlr9JVX2uX7xLeCdwdJpxVnsD29rX9kDgecD/AG7RvrYrlnhtO4CbLtxp/5ntP8jrqqqfVtVLq+pg4P40XWdPWCFmaSnmsDms+Wcem8cjs1CejI00vyovbwe4v3iF5fcE9gJ+AFyX5AjgoSNs/w3Ay9MeBJBk/3bsE+02dgF3WLT8cUnu2i6/T5LHDrnND9P8ynwZ8O6q2tU+vhG4rt3ujZO8iGbsVz/nA3sneXj7C/SFNPtlxdeV5NAkd28T+kqabqBdSKtjDpvDmn/msXk8MgvlyTgBuAnwQ+A04F+WW7jtLvlj4D00Y4Z+BzhlhO2/rl3/Y0m2tzHct93W1TTjlj7bdpscUlUfBF5B01VyJXAOcMQwG6yqa4APAIfTHCSw4KM0r/98mrFj/8USXUdVdQXwDOAk4GKaX7W9R94u+bpoDrB4H01ingd8iqYLSFqNEzCHF5jDmlcnYB4vMI9XKVUrteJLkiRJ648typIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSVIfFsqSJElSHxbKkiRJUh8WypIkSR2TZFOSU5N8LclZSR4765jWo1TVrGOQJElSjyQHAgdU1ZlJbgWcAdypqnbMOLR15cazDkCSJEnXV1WXAJe0099L8kPgloCF8hQ59EKS1pAkD0pSSfZbZpnHJLE7UZoTSX4Z2FBVF846lvXGQlljk+TNST406zikde5zwIHAj2YdiKTRJbkl8Fbg2FnHsh5ZKK8RSfac4bZvlGTDrLYvrReD5HlVXVtV3ysPQJE6L8mvJvl4kh+0PUG9tzsm2Qv4B+CvqupzMw53XbJQ7qj2SNc3JHldksva2/+X5Ebt/AuSvCTJyUkuB97RPv6oJGcnuSbJhUn+LEl6nndhvbcnuSrJ95L86aJt75Nka5JLk2xP8qkkW3rmP6ld98gk5wDXAu8Gngg8vCfJH5Tkk0lOXPT8N09ydZJHTWr/SWtB+3/gb5K8KskPgM8meU57BPyOJBcnOSnJvj3r3GDoRZInJPl2m3cfAg6YwcuR1CPJ3YBTgfOABwGHAd8DvgAcA3wTeDPwyap620yClIVyx/0uzXt0P+BpNN0uf9Iz/znAvwNbgBe0Y5jeC3wAuDvwfOA44JmLnvc5NIl5H+DFwF8uFK1tUf3PwG2ARwD3Bj4NfLI9AnfB3sCft3EdDPwe8B7gEzTdvgfSdAG/Efid9lfxgqOBq4B/Gn6XSOvOMUCABwJPAHbR/B+4K/A7wK8C//9SKye5L82X7VbgXjR597IJxitpMK8DPlJVf1xV51bVNppcvWVVvQN4APA/gaOSnNne7j7DeNclTw/XUUlOBW4N3HmhCzXJC4GnV9Vtk1wAnF1Vv9mzzjuAA6vqsJ7HXgL8flXdtr1/AfCNqnpIzzInAb9UVb+W5DDgFGD/qvpJzzJnAn9fVa9M8iTg74AtVXVGzzJvBvarqkf0PLYXcDHwzKp6V/vY6cC/VdX1WrIlXV/7f+CWVXWPZZZ5GPCPwE2qaleSBwHbaHL4h0n+vp1enPNPqar0e05Jk9X2+HwP+O9V9a89j78QeEJV3Wlmwel6bFHuttMWjTP8PHCbJDdv739p0fJ3AT676LHPLFpn4XlYdP/gdvqXgZsCP2iHV1yV5CrgbsAv9KxzHXDmSi+gqq4B3gY8GSDJXWlawN600rqSgObcqbslOawd03hRku00PUh7ArdaYv270D/nJc3OLwMbgK8uenwL8MXph6OleB7l+TbMuRQH7Tq4EfB9mm7exa7smb6mqnYO+JwnAWcluR1Nwfz5qjpvwHWl9W53nic5iGZo1BuBF9Gc2eI+wDtpimVJ82HhAPibLDyQ5I7Afwd+eyYRqS8L5W67b5L0tCofAny3qq7sOT6v13k0Y5p6/RpwUVVt73nskEXLHNKuC/BlmgN9dlXVt4aM91p+lvy7VdW57XCLp9KMt/yzIZ9XUmMLTUH87IUfqkkesfwqnEf/nJc0O6cDVwOvTPIy4HbAXwPvqqp/mWlkuh6HXnTbrYETktw5yWOA/wW8dpnlXw38RntWizsl+V3gucArFy13SJLjkvxikqfSHCC08LyfoBm+8Y9Jjkhy+yT3S/LSJP1amXtdANytjXe/JHv0zHsj8Dzg52jOkCFpeN+g+b/9J21uHs31D/Dt56+BwxflvC1W0gxV1Y+Ax9IcMP9V4A00wxSfOsu4dEMWyt32DpoW2tNpCs03sUyhXFVfpkm8RwPnAH/V3k5ctOhrgHsAXwH+AnhRVb2vfY4CjgQ+2W7z6zRns7gz8N0V4n0jTevVl4AfcP3W7XfTtDi/Z1HrtqQBVdVZwLNozlzzNeD3gWUPiq2q04CnAH8AnAU8CnjJRAOVtKKq+nBV/VJV7VlVt6+qv6iq62Ydl67Ps150VHu0+zlVtfjUbqM+7wXAiVX1qnE+7wDbvTXwHeA3qmrxAYeSJEmd4xhlTVQ7/OLngb8EvmKRLEmS5oVDLzRpDwAuAe6PY68kSdIcceiFJEmS1IctypIkSVIfnR2jvN9++9XmzZtXte6uXbu40Y26+RvA2IbX1bhg9NjOOOOMH1bV/mMMqTNGyWFY2+/7pHQ1Lli7sa3lHIbR83iS1upnatK6HBvMJr7l8rizhfLmzZv50pcWX6F5MNu3b2fjxo1jjmg8jG14XY0LRo8tybfHGE6njJLDsLbf90npalywdmNbyzkMo+fxJK3Vz9SkdTk2mE18y+Vxd39SSJIkSTNkoSxJkiT1YaEsSZIk9WGhLEmSJPVhoSxJkiT10dmzXmhGth3f/D30uNnGIWl05rO0egv50485tW5YKEvSWrPcF7wkaWAOvZAkSZL6sFCWJEmS+nDohSRJWp8cpqQV2KIsSZIk9WGhLEmSJPVhoSxJkiT14RhlNbYdDzv3hA2zDkSSJKkbbFGWJEmS+rBQlqS1xKP4JWlsLJQlSZKkPiyUJUmSpD4slCVJkqQ+LJQlSZKkPqZaKCfZkOQrST40ze1KkiRJw5p2i/KzgPOmvE1JkiRpaFMrlJPcFng4cNK0tilJkiSt1jRblE8AngfsmuI2JUnbjvf8ypK0ClO5hHWSRwCXVtUZSR60zHLHAscCbNq0ie3bt69qezt27FjVetPQ2dh27smOXXv87P4q9/0kdHaf0e3YJiXJBuBLwMVV9YhZxyNJy/JHokYwlUIZeADwW0mOBPYGbp7k7VV1TO9CVbUV2AqwZcuW2rhx46o3OMq6k9bJ2DZcC8DG9i8di7GT+6zV5dgmZOFYg5vPOhBJmomliu9Dj5tuHJq4qQy9qKrjquq2VbUZeBzwycVFsqTu81gDSdJ6Mq0WZUlrwwk0xxr0bUYf1/Ap6Pawlq7GtmPHDti559ILzHBIVVf3GXQ7NkmzNfVCuapOBU6d9na1BMduaUCDHGswzuFT0O1hLV2Nbffwqb4zZxtzV/cZdDs2SbPjlfkkDWrhWIMLgHcBhyV5+2xDkjSMJHsn+UKSryY5N8lLZx2T1GUWypIG4rEG0ppwDXBYVd0TuBfwsCSHzDYkqbsco6z+FoZkeASvJK0ZVVXAVe3dPdpbzS4iqdsslCUNzWMNpPnVngv9DOCOwOur6vRF88d2UO4kDXwQ5nIHuI5bu6+6fIBol2OD7sVnobxeeRCftP5sO95eIlFVO4F7JdkX+GCSu1XVOT3zx3pQ7iQNFNtyB7iOW088c7/fZqhL8TlGWZKkdaiqLge2AQ+bcShSZ1koS5K0TiTZv21JJslNgIcA/z7ToKQOc+iFJEnrx4HAW9pxyjcC3lNVH5pxTFJnWShLkrROVNVZwL1nHYc0Lxx6IUmSJPVhoSxJkiT1YaEsSevJtuM9PaQkDchCWZIkSerDg/kkSdJ860ovyUIcO/e84YVOvNjPXLJFWZIkSerDQlmSJEnqw0JZkiRJ6sNCWZIkSerDQlnL81RSkiRpnfKsF5K0Fmw7vj3SftaBSNLaYYvyemQLsSRJ0ooslCVJkqQ+plIoJ9k7yReSfDXJuUleOo3tSpIkSas1cKGc5JFJVjum+RrgsKq6J3Av4GFJDlnlc0lapRHzWFIHmMfS9AzTovwy4JIkJya57zAbqcZV7d092lsN8xySxmLVeWzPkNQZq85jScMZ+BdpVd0zyT2BY4D3J9kBvA14e1VdsNL6STYAZwB3BF5fVaf3WeZY4FiATZs2sX379kHDu54dO3asar1p6ERsO/fs+/COXXssvc4q34tx6MQ+W0KXY+tnxDxe6Bm6KskewGeSfKSqTpts1JJ6jfp9LGlwQ3XdVNVXga8meR7wYODVwEuTfBb4W+CdVbVriXV3AvdKsi/wwSR3q6pzFi2zFdgKsGXLltq4ceOwr2e3UdadtJnHtuHaJWdtXGrejGOe+T5bRpdj62e1eVxVBdgzJHXAKN/HkgY39BinJL9A8yv2GGAX8CLgO8AzgUcDj1pu/aq6PMk24GHAOcstK2kyVpvHg/QMSZqOUb+PJa1s4EI5yR8Cjwd+EXg38PjeLtck7wcuXWLd/YGftkXyTYCHAK8YJXBJwxslj2HlnqFxDZ+Cbg9r6WRsO/dcfvjUYlMeTtXJfdbqcmz9jJrHkgY3TIvyETRdO6dU1TWLZ1bV1UmW+vV6IPCWtjXqRsB7qupDQ0craVSj5HHvcn17hsY5fAq6Paylc7G1w6aWHD612Azi79w+69Hl2PoYSx5LWtkwZ704tareuzgpkzxnYbqqPtZvxao6q6ruXVX3qKq7VdXLVhmvpNGsOo+T7N+2JNPTM/TvE4xVUn+rzmNJwxmmUH7REo+/cByBSJqKUfL4QGBbkrOALwIft2dImgm/j6UpWXHoRZLDFpZNciiQntl3AGZ33jBJAxlHHlfVWcC9JxCepAH4fSxN3yBjlN/U/t0LOLnn8QK+B/zRuIOSNHbmsTT/zGNpylYslKvq9gBJ3lpVT5h8SJLGzTxew7YdP+sINCXmsTR9A49RNinXuW3H+4W8BpjH0vwzj6XpWbZFOcl5VXWXdvpClrgKV1XdbgKxSRoD81iaf+axNBsrDb14as/0MZMMRNLEmMfS/BtLHifZBLwVOICm2N5aVa8bMTYNYrle2UOPm14cGsqyhXJVfaZn+lOTD0fSuJnH0vwbYx5fBzy3qr6cZCNwRpKPV9XXRg5SWoMGHqOc5DlJ7tVOH5LkO0n+M8n9JhadpLEyj6X5N0oeV9UlVfXldno7cB5wm4kGLM2xYS448mzgP9vp44HXAH8BnDDmmCRNjnkszb+x5HGSzTTnRj99jLFJa8og51FesE9VXdF21dwTOLyqdiZ59YRikzR+5rE0/0bO4yQ3A94P/ElVXblo3rHAsQCbNm1i+/ZuXsdkx44dP7uzc8/ZBdLHjl17DLfCFPfx9fZbB3UtvmEK5QuT3B+4K/DpNilvDuycTGiSJsA8lubfSHmcZA+aIvkdVfWBxfOraiuwFWDLli21cePG8UU+Zrtj23DtbAPpY+MwMU15H3f5PYVuxTdMofy/gPcB1wKPbh97BPCFcQclaWLMY2n+rTqPk4TmCn/nVdVrJhahtEYMXChX1YeBWy96+L3tTdIcMI+l+TdiHj8AeDxwdpIz28de0D6npEWGaVEmyT7AnYGbLZr1ybFFJGmizGNp/q02j9vTzGVScUlrzcCFcpInAa8HrgKu7plVwB3GG5akSTCPtdvCxQ+80MHcMY+l6RmmRfnlwGOq6iOTCkYTttxVgbRemMfS/DOPpSkZ5jzKNwY+NqlAJE2FeSzNP/NYmpJhWpRfAbwwyf+pql2TCkjSRJnH0vwzj9ea5Xp8HR41U8MUys8GbgU8L8mPemdU1e3GGpWkSTGPpflnHktTMkyhfMzEopA0LeaxNP/MY2lKhjmP8qdWu5Ekm4C3AgfQHJW7tapet9rnk7Q6o+SxpG4wj6XpGfhgviR7JXl5km8luaJ97KFJnjnA6tcBz62qg4FDgD9McvDqQpa0WiPmsaQOMI+l6RnmrBevBe4G/C5NqzDAucAfrLRiVV1SVV9up7cD5wG3GS5USWOw6jxOsinJtiRfS3JukmdNME5JS1t1HksazjBjlH8buGNV7UiyC6CqLk4yVMGbZDNwb+D0PvOOBY4F2LRpE9u3bx/mqXfbsWPHqtabhpnGtnPPZWfv2LXHys+xyvdkFL6fYzVKHi/0DH05yUbgjCQfr6qvTTJgTZgXHplHY/k+lrSyYQrlaxcvn2R/4Ef9F7+hJDcD3g/8SVVduXh+VW0FtgJs2bKlNm7cOER41zfKupM2s9g2XLviIhtXWmZGsft+js2q87iqLgEuaae3J1noGbJQlqZr5O9jSYMZplB+L/CWJM8GSHIgcALwrkFWTrIHTZH8jqr6wJBxShqPkfJ4wVI9Q+PqFYJut9Z3KraenqKBeoWWMuHeok7ts0W6HNsSxpLHc6n3fMM79xyoAUgaxTCF8guAvwLOBm4KfAM4CXjpSismCfAm4Lyqes0q4pQ0HqvO4wXL9QyNs1cIut1a35nYFhUKK/YKLWUKr6cz+6yPLsfWx8h5LGkwwxTKdwS+DvwlsAH4h6o6e8B1HwA8Hjg7yZntYy+oqg8PsX1Joxslj+0ZkrphpDyWNLgVC+We1uAnAhcB36UZl/jiJG8DnlxVtcxTUFWfATJ6uJo5D/yZS+PIY3uGpNkaRx5LGs4gp4c7FngQcEhVHVRV92svkXk/4IHA0yYYn6TxGEceL/QMHZbkzPZ25MQi1vK2HX/98ZpaD/w+lqZskEL58cAfV9UXex9s7/9JO19St42cx1X1mapKVd2jqu7V3hw+JU2P38fSlA1SKB8MLHW5zE+18yV1m3kszT/zWJqyQQrlDe3V9G6gfXyYq/tJmg3zWJp/5rE0ZYOc9WKPJIey9MF4w5w5Q9JsmMfS/DOPpSkbJKkuBU5eYb66zAN+ZB5La4F5LE3ZioVyVW2eQhySJsg8luafeSxNn+OZJEmSpD4slCVJkqQ+LJQlSZKkPiyUJUmSpD4slCVJkqQ+LJQlSZKkPiyUJUmSpD4slCVpnmw7fjIXEfLCROtCkpOTXJrknFnHIs0DC2VJktaPNwMPm3UQ0rywUJYkaZ2oqk8DP551HNK8WPES1pIkaf1IcixwLMCmTZvYvn37jCPqsXPP3ZM7du0xw0CWN9bYxrz/d+zYMdbnG7euxWehLEmSdquqrcBWgC1bttTGjRtnHFGPDdde7+7GRfe7ZGyxfenE/o8fetyqn7JT72kfXYrPoReSJElSHxbKkiRJUh9TKZQ9Hc2MTOo0UsBrP34+r/34+RN5bknSZCR5J/B54M5JLkrylFnHJHXZtMYovxk4EXjrlLYnacySnAw8Ari0qu4263gkDa+qjp51DCvynN7qkKm0KHs6GmlNeDOef1WStI44RlnSQPzBK0labzp1erhxnbuxa+fg6zXV2HrONzmIYc77uMeuawCmcn5N38/5Mc7zr3Z53840tmXyeuRzt04wn30/Jc2jThXK4zx3Y5fOwbfY1GJbxTkcBz3v409rr2b5Kb0W38/5MO7zr3Z5384sthVydKRzt074Nfl+Spo3Dr2QJEmS+pjW6eE8HY0kSZLmylSGXszF6WgkLav9wfsgYL8kFwEvrqo3zTYqSVqflruWwbMfcqcpRrK2dWqMsqTu8gevJGm9cYyyRuIV+iRJ0lploSxJkiT1YaEsSZIk9WGhLElzYtLDnBxKJUnXZ6EsSZIk9WGhLEmSJPXh6eHWoIWu02f77kqStO4sN4Tq9w85cIqRzD9LKUnqOMcNS9JsWChLkqSpWvaqclYm6hDHKEuSJEl9WChLkiRJfVgoS5IkSX04EkiSdD27z5zzkDvNOBJJ4/aWz13AT2+0V9955vwN2aKssfCKXpIkaa2xRXkNsVCVJEkaH1uUJUmSpD5sUdZYObZRWjvMZ43CXk6tBRbKa4D/jKS1ydyWNE1L/c9Zzz+WHXohSZIk9WGLsiR1jC3JktQNUyuUkzwMeB2wATipqv5qWtuWNB7m8fr02o+fv667Xtca81jDWu7H+1r/3zCVQjnJBuD1wEOAi4AvJjmlqr42je1LGp15LM0/81jjttaL6Gm1KP8q8B9V9S2AJO8CHgmYmCPocvesR8uvSebxFHQ5r7UmjD2P/cxqLZtWoXwb4MKe+xcB953StteMefxn1BuzRfPcM48nqOv5vTg+83lumceamtX8X/v9Qw6cQCSr16mD+ZIcCxzb3r0qyddX+VT7AT8cT1RjN7XYnjP8KkPE9oKhn3wV8SxYy+/nQeMKpAvGmMOwtt/3VVshj0aMa/C8nuz/l6kbJbY1lcMw9jwe2hCfrbX6mRrQ8N/DrS7vN54zm/iWzONpFcoXA5t67t+2fex6qmorsHXUjSX5UlVtGfV5JsHYhtfVuKDbsU3Aink8rhyGbu/brsbW1bjA2Dpkqnk8SV1+34xt9boW37TOo/xF4BeT3D7JnsDjgFOmtG1J42EeS/PPPJaGMJUW5aq6LskzgY/SnI7m5Ko6dxrbljQe5rE0/8xjaThTG6NcVR8GPjylzXW5y8jYhtfVuKDbsY2debxbV2PralxgbJ0x5TyepC6/b8a2ep2KL1U16xgkSZKkzpnWGGVJkiRprqyJQjnJY5Ocm2RXkiWPlEzysCRfT/IfSZ4/pdhumeTjSb7R/r3FEsvtTHJme5vYgRUr7YMkeyV5dzv/9CSbJxXLKmJ7UpIf9Oyn359SXCcnuTTJOUvMT5K/buM+K8l9phHXWmMeDxWPeTx8XObxHBrg83S7JNuSfKV9346cYmyd/kwNEN/vtnGdneRzSe7Zldh6lvuVJNclecy0YruBqpr7G3AX4M7AqcCWJZbZAHwTuAOwJ/BV4OApxPZK4Pnt9POBVyyx3FVTiGXFfQA8A3hDO/044N1Teg8Hie1JwIkz+Hz9OnAf4Jwl5h8JfAQIcAhw+rRjXAs383jgWMzj1cVmHs/ZbcDP01bgD9rpg4ELphhfpz9TA8R3f+AW7fQR04xvpdh63v9P0oynf8y0P38LtzXRolxV51XVSidE333Zzqq6Fli4bOekPRJ4Szv9FuCoKWxzKYPsg9543wc8OEk6EttMVNWngR8vs8gjgbdW4zRg3yTdurTQHDCPB2Yer4J5PJcG+TwVcPN2eh/gu9MKruufqZXiq6rPVdVl7d3TaM6pPRUD7DuAPwLeD1w6+YiWtiYK5QH1u2znbaaw3QOq6pJ2+nvAAUsst3eSLyU5LclRE4plkH2we5mqug64Avj5CcUzbGwAj267it6XZFOf+bMwq8/WemQem8eTYh53zyDvyUuAY5JcRNPy+EfTCW0g8/SZegpN63cnJLkN8NvA38w6lk5dwno5ST4B3KrPrD+rqn+cdjy9lout905VVZKlTjNyUFVdnOQOwCeTnF1V3xx3rHPun4B3VtU1SZ5G02J22Ixj0hDMY2Eea7yOBt5cVa9Ocj/gbUnuVlW7Zh3YvEhyKE2h/GuzjqXHCcD/rqpd0+kMW9rcFMpVdfiITzHQZbRXY7nYknw/yYFVdUnb5dK3C6GqLm7/fivJqcC9acZmjdMg+2BhmYuS3JimK+tHY45jVbFVVW8cJ9GMG+2CiX221hrzeCzM48kwj7tnkPfkKcDDAKrq80n2BvZjxt31rc5/ppLcgyYPj1iUm7O2BXhXWyTvBxyZ5Lqq+odpB7Kehl7M6rKdpwBPbKefCNyg1SzJLZLs1U7vBzwA+NoEYhlkH/TG+xjgk9WOqp+wFWNbNLbrt4DzphDXIE4BntAe4XwIcEVPN73Gyzw2jyfFPO6eQT7r3wEeDJDkLsDewA+mGuXSOv2ZSnI74APA46vq/FnH06uqbl9Vm6tqM81xFs+YRZG8EMzc32jGsVwEXAN8H/ho+/itgQ/3LHckcD5NC8+fTSm2nwf+FfgG8Anglu3jW4CT2un7A2fTHNF7NvCUCcZzg30AvAz4rXZ6b+C9wH8AXwDuMMX3caXYjgfObffTNuCXphTXO4FLgJ+2n7OnAE8Hnt7OD/D6Nu6zWeKMDd5W3M/m8eDxmMfDx2Uez+FtgM/TwcBn28/TmcBDpxhbpz9TA8R3EnBZu9/OBL7UldgWLftmZnjWC6/MJ0mSJPWxnoZeSJIkSQOzUJYkSZL6sFCWJEmS+rBQliRJkvqwUJYkSZL6sFDWTCV5SZK3zzoOSatjDkvzzzxemoXyCJJckOQnSa5qr9z15iQ3m3Vcy0myOUm1V+uS1jVzWJp/5rEmyUJ5dL9ZVTcD7kNz8YEXDrNye8WeuXkfTGqtQeawNP/MY03E3Hwouq6qLgY+AtytvZTth5L8IMll7fRtF5ZNcmqSlyf5LHA1cIckv5fkvCTbk3wrydN6ln9QkouSPC/JpUkuSXJUkiOTnJ/kx0le0LP8jZI8P8k3k/woyXuS3LKd/en27+Xtr+/7tes8ud3+ZUk+muSgnuerJH+Y5Bs0Vya7niQfSfLMRY99Ncmj2unXJbkwyZVJzkjywH77cOF1LnrsgiSHr/S6kuyd5O3t45cn+WKSA1Z426TdzGFzWPPPPDaPx81CeUySbKK51OZXaPbr3wEHAbcDfgKcuGiVxwPHAhuBbwOXAo8Abg78HvDaJPfpWf5WNJelvQ3wIuCNwDHALwMPBP48ye3bZf8IOAr4DZrL/15GcxlNgF9v/+5bVTerqs8neSTwAuBRwP7Av9FcXrLXUcB9aS4Xutg7gaN79sXB7Wv/5/ahLwL3Am4J/D3w3iR793melSz3up4I7ANsornc8NNp9rs0EHPYHNb8M4/N47Gb1bWz18INuAC4CricJsH+L3CTPsvdC7is5/6pwMtWeO5/AJ7VTj+I5oO2ob2/ESjgvj3LnwEc1U6fBzy4Z96BNNdTvzGwuV33xj3zPwI8pef+jWh+XR/U3i/gsGVi3Qjs6Fn+5cDJyyx/GXDPdvolwNt7XudFffbx4QO8ricDnwPuMevPhbf5uZnDu5c3h73N7c083r28eTyBmy3KozuqqvatqoOq6hlV9ZMkN03yt0m+neRKmi6WfZNs6Fnvwt4nSXJEktParpvLaX4R79ezyI+qamc7vfDr7Ps9838CLBy8cBDwwbbb43KaD/VOYKnuj4OA1/Us/2MgNL+Y+8bbq6q20/xifVz70NHAO3pe25+2XUlXtM+/z6LXNqjlXtfbgI8C70ry3SSvTLLHKrah9cccNoc1/8xj83giLJQn47nAnWl+Zd6cn3WxpGeZWphIshfwfuBVwAFVtS/w4UXLD+NC4Ij2n8bCbe9qxm7VEss/bdHyN6mqz/WLdwnvBI5OM85qb2Bb+9oeCDwP+B/ALdrXdsUSr20HcNOFO+0/s/0HeV1V9dOqemlVHQzcn6br7AkrxCwtxRw2hzX/zGPzeGQWypOxkeZX5eXtAPcXr7D8nsBewA+A65IcATx0hO2/AXh52oMAkuzfjn2i3cYu4A6Llj8uyV3b5fdJ8tght/lhml+ZLwPeXVW72sc3Ate1271xkhfRjP3q53xg7yQPb3+BvpBmv6z4upIcmuTubUJfSdMNtAtpdcxhc1jzzzw2j0dmoTwZJwA3AX4InAb8y3ILt90lfwy8h2bM0O8Ap4yw/de1638syfY2hvu227qaZtzSZ9tuk0Oq6oPAK2i6Sq4EzgGOGGaDVXUN8AHgcJqDBBZ8lOb1n08zduy/WKLrqKquAJ4BnARcTPOrtvfI2yVfF80BFu+jSczzgE/RdAFJq3EC5vACc1jz6gTM4wXm8SqlaqVWfEmSJGn9sUVZkiRJ6sNCWZIkSerDQlmSJEnqw0JZkiRJ6sNCWZIkSerDQlmSJEnqw0JZkiRJ6sNCWZIkSerDQlmSJEnq4/8BBy1PDEa0kB0AAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 68,
      "id": "a2ff43ad",
      "metadata": {
        "id": "a2ff43ad"
      },
      "outputs": [],
      "source": [
        "%%capture\n",
        "ax=qqplot(reg3.resid)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "id": "0adfd588",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "0adfd588",
        "outputId": "70212415-74ef-4c95-d510-5211c203883c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x1008 with 6 Axes>"
            ],
            "image/png": 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5Jq5S6LuBr1ajDZecuYpr/7qTTCbDd1//mGrs0hhjytYI/SBYX2jM0cYytcYYUzvvBsZwy1S82Pv93SKyVkSGRWQtgKr+HPgo8FtgJ7AD+Pf6NNkYY6rK+kFjTNVZptYYY2rEq+Z+RYmHOwq2/QTwiTlukjHG1JT1g8aYuWCZWmOMMcYYY4wxTcuCWmOMMcYYY4wxTcuCWmOMMcYYY4wxTcuCWmOMMcYYY4wxTcuCWmOMMcYYY4wxTcuCWmOMMcYYY4wxTcuCWmOMMcYYY4wxTcuCWmOMMcYYY4wxTcuCWmOMMcYYY4wxTashg1oR+YaI7BORQRF5UEReVe82GWOMMcYYY4xpPA0Z1AIfBtarahfwTOADInJ2ndtkjDHGGGOMMabBNGRQq6r3qGrCv+n9HFPHJhljjDHGGGOMaUCRejegFBH5HHAZ0ArcDvy0yDaXA5cDrFmzhqGhobL2PTIyUrV2VpO1qzLWrso1atsatV3GGGOMMabxNWxQq6qvF5F/Ah4JXAAkimxzFXAVwObNm7Wzs7Ps/VeybS1Zuypj7apco7atUdtljDHGGGMaW0MOP/apakZVbwJWA6+rd3uMMcYYY4wxxjSWhg5qAyLYnFpjjDHGGGOMMQUaLqgVkaUi8gIR6RCRsIhcBLwQ+HW922aMMcYYY4wxprE04pxaxQ01/gIu6N4BvFlVf1jXVhljjDHGGGOMaTgNF9Sq6iHg/Hq3wxhjjDHGGGNM42u44cfGGGOMMcYYY0y5LKg1xhhjjDHGGNO0LKg1xhhjjDHGGNO0LKg1xhhjjDHGGNO0LKg1xhhjjDHGGNO0LKg1xhhjjDHGGNO0LKg1xhhjjDHGGNO0LKg1xhhjjDHGGNO0LKg1xhhjjDHGGNO0LKg1xhhjjDHGGNO0LKidZ/YNjPHwweF6N8MYY4wxxhhjqsKC2nnmIz+7n7d86+/1boYxxhhjjDHGVIUFtfPM8HiakWS63s0wxhhjjDHGmKqwoHaeSWayZLNa72YYY4wxxhhjTFU0XFArInER+bKI7BCRIRH5u4g8pd7tOlqkM0raglpjjDHGGGPMUaLhglogAuwCzge6gXcD3xaR9fVs1NEiZZlaY4wxxhhjzFGk4YJaVR1R1StUdbuqZlX1x8A24Ox6t+1okMoqGbWgthYODSV49TW3MDCWqndTjDHGGGOMOWo1XFBbSESWAccB99S7LUeDVDpLxjK1NXHrjiP88t4D3L9vsN5NMcYYY4wx5qgVqXcDpiIiUeCbwNdU9f4ij18OXA6wZs0ahoaGytrvyMhINZtZNbVoVzKdJp3Jln2uYHK7sqoIICJVbl1lGv19PHDEBbMDwyMMDcXq2aScRj9nRzsRWQh8GXgycBh4l6r+b5HtrgD+DUgE7j5NVbfWop3GGDOXrC80xlRbwwa1IhICvg4kgTcU20ZVrwKuAti8ebN2dnaWvf9Ktq2luW5XRoWMVn6c4PZP/8wfeOqpK3j9BcdWu3kVa+T3cTx7EIBILN5Q7WyktgQ1aruq7LO4Pm0ZcAbwExG5Q1WLjUT5lqq+uJaNM8aYGrG+0BhTVQ05/FhcCvDLuM7u2apqkxKrpBqFonYcHmVX31iVWnT06vfm0ibT2Tq3xDQCEWkHng28R1WHVfUm4IfAS+rbMmOMqR3rC40xc6FRM7WfB04ELlTVpoueBkZTdLdF692MolKZ7KwLRSUzWdIZC9Sm0z/qBbUZm8NsAFcbIK2qDwbuuwNX6b2YZ4hIH7APuFJVP19so5lMw8hkMmQymYqmIcyFeg87t+PXf9h/vdsw349fJ9YXBtT7M1Dv4zdCG+z4R8fxGy6oFZF1wGtw8yf2B+ZtvkZVv1m3hpXp7j0DPPPKm/j1P1/AhsXt9W7OJOmMzqhQ1DV/3s456xdywvJOkhkrNlWOgbEkYJlak9MBFFYNGwCKjbv+Nm5qxQHgEcD3RKRfVa8t3HAm0zDC4TDQGEO+690GO759Bub78evA+sIC8/34jdAGO37zH7/hhh+r6g5VFVVtUdWOwE/DB7QAu4+MklXYPzBe76YUNdOA9D9+fC/fu3U3mayiCmkLaqeVy9RaUGucYaCr4L4uYFKKQFXvVdW9qppR1T8BnwaeU4M2GmPMXLO+0BhTdQ0X1Da7sVQGcMFjI0pnlKyCljEE+Rf37Ofg4DipTJZURklmsrnXZZna6U0EtZk6t8Q0iAeBiIhsCtx3OuUtV6ZAfcuNG2NMdVhfaIypOgtqq2ws6YK+RKoxA5lUmUFpMp3ltd+4lf/72y4SXqYxmc6SSrvnpbONGbQ3kv5RN/w4ZXNqDaCqI8B1wPtFpF1EHg08C1flPY+IPEtEFohzLvBG4Ae1bbExxlSf9YXGmLlgQW2VNXKmVlVzw4anKxY1lsyQVRhJpBlPTQS1iYx7fWkL1KaVq35cxmfh3r2D/OyufXPdJFN/rwdagYPAtcDrVPUeEXmsiAwHtnsB8DBuON41wH+q6tdq3lpjjJkb1hcaY6qq4QpFNbuxZBqARKrxgtpgxnC6TO1oyr2OsVQml6lNZLK5+aE2p3ZqiXSG0WTG+336z8LVf9zGT+/ax0UnLycUspFVRytV7QMuKXL/H3DFU/zbL6xhs4wxpqasLzTGVJtlaquskTO1wSHD0wa1XkA2lsww7r+mdDYXGNuc2uIePjjMK75xB7v6RnP3pcr4LIwk0owmM+zpb7oVrIwxxhhjjKkrC2qrrJHn1PrzYWH6oHTMD2pTGcYDc2onMrWNF7T/7K59/HVbX13b8IO/7+FvOwb47f2HcveVU/3Yv4jw0MH6rhtqjDHGGGNMs7GgtsrGvGG7jZipTc0gUzseGH7sMrVeUNuAc2o/esMD/PevH5p2u5FEmpd8+S9sP1z9xaZvevgwALfsmAiuywtq3efmwQPD02xpjDHGGGOMCbKgtsr8DOdczqm9ZXvfjIapBofBTh/UTsypHQ8MqU408JzakUSabWUEqtsOj/CHhw5z284jVT3+4HiKO3b1A3Drjv7c/eUNP/YytRbUGmOMMcYYUxELaqusFnNqX/fN2/jCjVsqfl4wu1pO9WOA8VQ2r/qxn3Wcizm1qsoXfreF3UdGp9+4iLFkhr0DY7kgvBT/8ZFkdYeI/3lLL1mFtliYw8MJAEJSWabWhh8bY4wxxhhTGQtqq8wftltOIDMT2azSO5xgJJGu+LnJijK1E4Wiig4/noOg9shoio/87H5+8Pe9FT9XVRlNZVAlr0hTMf6Fh9EZnMOp/PHhw7RGwzzphMW5+xZ1xEmUcYEjN6f2wDDZBsyCG2OMMcYY06gsqK0yPwtYzjIuMzGcTJPVme0/XdGSPhNzanOZ2uCSPrPMRP9te9+kfSTS7ph+lrMSiXQ295q2TjME2X89M7kwMJW/bT/C5vULOG5pOwDhkLCoPUaqzEJRHfEIYymrgGyMMcYYY0wlLKitsrEZBrU7ekf4/cPTV+4dGE0BE8HzF3+3hV/cs7+sY1Qyp3YsOKe2SKZ2NsOPd/WN8twv/JnfPnAo734/YD48nKx4n2OBocTTFYAam6PhxyOJNIs74mxc3AZAd2uUWCQ07VB0VWUkmea01d0APHjAhiAbY4wxxhhTLgtqq8wfRupnHcv1lT9u510/uH/a7QbGUt7+XaD0tT9t5wd3lDdct7JCURNL+vivJZHO5gK02Qw/7vcC88JMaS6oHao8UzsamEe7vXe6TG2m6PFnK5XJEg0LGxa5oLanNUosHJp2KPp4KosqnOoFteUUuzLGGGOMMcY4FtRW2fgM59SOJTO5QHIqg7mg1hsenM7mjjmd1AwKRY0lM4zlCkVlqlIoatxre+E+ErlMbeVBrZ9ZhumDwrkqFOWC2hAruuO0REN0t7lM7XTVj0e8tq/qaaUlGmL/wHhV29Vokukse/rHZj2E3RhjjDHGGJhlUCsirSJyoYisq1aDmt1Mhx8n0hnSWZ02APIztf680PFUJnfM6aRnkKlNpLP5c2q9fZSzTE0p/nJHpYLa3pHKhx/7S+IsaIuWHdRWu1BUMu2C2pAIp6zsZvWCNjf8eJrPgn8BoS0WYUV3K/sGj+6g9qGDQzz6I7/hl/ceqHdTjDHGGGPMUaCioFZEvioir/d+jwF/BX4BPCAiT6lWo0TkDSJyi4gkROSr1dpvLeSW9KkwqPWDxemWoxkIZGpVtaKgdibVj4PHTGW0Oplar72FQ5j9fR8ZTVacxfPbe/LKbg4MJnJL5BQ/vtv3cNWHHyuxiPuTuuqlm/ng/zuFaDg07QUOP1PbHguzrCvOgQbN1P51Wx9v/r/b0Wmy/NPZc8QVwlrZ01qNZhljjDHGmHmu0kztRcDN3u/PBDqB5cAV3k+17AU+AFxdxX3OuWxWcwFTpXNq/YBuugC1PzCnNpVRsppfJGkqlVQ/DgbX/jEzgdc3mzm1ueHHBcGRH3SrQl+F2dqxlAsMT1zRCcDOKZb1yS3pU+Xhx+msm1MLsLA9RldLeYWi/CxzW9zL1DZoUHvTw4e5/u97y76IUopf3XnVAgtqjTHGGGPM7FUa1C4ADnq/Xwx8T1UPAv8HnFStRqnqdap6PdBbrX3WwnggkK00U+tn8/yhuaVMDD/O5I43XXbXV1mhqIksZv/YxO9+caXZZGpzw48Ll/QJvI5DFc6r9QNDP/s3ODZVptafU1u9TK2qksookVD+n1Q8PP2cWv9ct8XCLO9u4eDQ+KS1ajNZnXWGdLb8ecvj03xGi9k3MMaTPvE7dvWNsufIGC3REIvaY9VuojHGGGOMmYcqDWr3A6eISBiXtf2Vd38HkKpmw5pRMGNa+Zza8jK1werHfnBWbuYsla1gndoiw49hYsjubObU+sH4pOHHgX1WuqyPf+6XdrYA+ZWNP/WrB/nYDROVpeei+rFfhMsffuyLllH9eDQ3pzbM8q4WUhnNm1eczmR5zH/+hm/cvKNq7Z2JSit7Hx5O8MZrb2ckkWbroREeOjjMzVt72TswxsqeVkRkLptrjDHGGGPmiUiF218NfAs3PDgD/Nq7/xHA9OvRVJmIXA5cDrBmzRqGhspb33NkZG6WTDnUPzFsdDyZLrs9AGMJFzj29g8x1FZ6u95BN3QzkcrQ2z8IuGCjnGMNDU8MyR0eGWVoqHSmbHh8IqgKDgU+MuyOn8lqRa8vaMBrx9j4eN4+BgPt231ogKEVLVPuJ/g+9g2539vDLuA6PDDE0JDL2t54/wES6SyvfdQqAIZGXRZ4JFHZezQVP+DLppP5ny9Nk0hN/f70Dgy7X1IJumMuON6yr5cW3FDq+/YPs29gnD8+dJBLTlk0q3bO5rM/NOo+3739Q3SEpr8gcNMDh/nhHXt53plLGRp329+7p4+dh0dY1hHNOydz9TdpjDHGGGOOfhUFtar6fhG5B1gLfEdV/WgnDfxntRtXRnuuAq4C2Lx5s3Z2dpb93Eq2LVfYi8kiISGtlR0jrS5rJdH4lM8bTbugZzydJRJzQVsilS3rWJHYkdzvsZaWKZ+TyEBnS4Sh8TSD44EMdMa1M51VOjo6ZpRt01AUgHA0lteGUGSifcNpKes1+dtkQ+6jvG7ZAtc+ieYeS2VhNHCO0uqyqaPJzIxfQ6HMqPtT6Ghrpb29PXesjtYW0tmpPwvZUB8ASxZ2kQ65Cw1D6XDuOQ/e4x7f3jdelc/tTPeR8s5bJD71Z8cnEXfRJd7SynjWXbTZ1Z9k/1CCU1Yvm7SPufibNMYYY4wxR79KM7Wo6veK3Pe16jSnufnDgHvaotPOjS2ULHN+rD8UWBUGvexXMpMlnckSCU89mjxZQaGosWSGRe0xhsbTecOEgxWDswrhGcSD/lDrTKb08ONKl/UZTWQIiSvQBPlDi8dSmVymECaGP2fVzQ9tjYUrewFF+G2Phmcy/NifUxthRbfLTu8fGGMsmaElGuL2nf0AbD00Utb7PFu7+kbZdniExx23pKCd/me0vM+2/1lOZbKks+459+wd5PBwklVW+dgYY4wxxlTJtEGtiFxa7s5U9brZNSd3zAiubWEgLCItQFpVq7sGS5X5X/q7WqP0j1Y2xdgP9KYLaoP7HQzMdR1PZ+mYJtipbJ3aNBsWt7O9N7+KcDCoTWWyhEOVB4R+QajC6sf+hYDu1iiHhyorFDWazNAWi9ARj0xq53gyw3AgqA3OfR5JpqsS1Obm1Ba8B371Y1UtmRH2i1y1RsO0RsNEQsK9+4Y490O/4p+ecCx/33WEcEhIZrLs7Btl45KOWbd3Kp+7cQvX3babe99/MeHQRJtzazCXOYfbP8/pjObOj1/Z2SofG2OMMcaYaiknU/vdMveluCC0Gt4N/Hvg9ouB91HdZYOqLpepbY1WvNZouUv6DIylCIeETFbzCjiNJTO5gK6UyqofZ1jYHs/d7ohHGE6k84LFmVZA9gP3wuf72c6VPa0VVz8eS7ngNBwSWqPhSZnaZMYV1mqJhhkPZE5HEmkWd8SL7bIiKW+f0Uh+4Br3Cke5NWyLB7VjqQyt0XAugFzaGed7t+4mmcly5W8eZnA8zYUnLuNX9x3goYPDbFzSwV+29vLRGx7gm696BC3Rav3ZObuPjJJIZ9nRO5IXQPtB6niZRdD87dLZ7KT32taoNcYYY4wx1TLtOEZVDZX5U7Vv1qp6hapKwc8V1dr/XBlP+sOPY9OuTVrI336qoZ3ZrDI4nmKJF4T1j04M0S1nWZ9UmcOPM1klkc7mLbnS1eIC5mCwONO1ahO5YEeL3r+yu6Xi6scjiQxtXsa1PR5hODFxPvxz6g9BHk9m8JOmI4nyso7T8YfXTh5+7A401edhJJGmPT7x57O8u4VkJsuqntbcEPPnnL0agIcPuqJSt+/q59YdR9jRW3o93pnys6kPHsgvbuUPk640U5vK6KRq2Tb82BhjjDHGVMvcTs6bB+7eM8CuPhdY+MOPe1qjpDI6aa3RQoeHEzx80AUO/tDb4NDYQkOJNKqwtMsLaoOZ2rKC2kCmdoo1T/19LQgGta2uuFNwGO9sM7WF5yeZzhILh1jSGedwhZlaf/gxQEd8IlOrqrnX42eZx9MZFrbFvOdVZ0R70ivgVbhOrT8ceap5taPJTN4Q6BXdLuB7+0XHc/5xSxCBRx27iFU9rTzkBZr+69t9pLpBraqyr99VuH7wwHDeY/7FgfIztRPDj4MXMELiAndjjDHGGGOqoeJCUd5813NxFZDz1oRR1Wuq1K6m8cb/u511C9v4ysvPzQVP3W0uAExmsrRMMef0k798kD9t6eW3b7sgl8kbS2W48YGD/ODve/nk88/I296fQ+vWYh2YNPx4OukyM7V+oLeoWFCbDGZqZ7ZWrR8cTc7UZohFQnS3RfNeWznGUum8TK0f9AXXCx4ad/scS2ZY1BGjdySZN5x6NvwLBoVDjGORcN7jxYwk0rTHJv4UT1jeyW07j3DxKcs5b+Mi7tozQFdLlGOWdvCQl6n12+1fUKmWwbE0I95nabaZWn/kQjqbzc3nbouF6W6NTspoG2OMMcYYM1MVBbUicgLwI2ADILi1aiNACkgA8y6o7RtJcmBgnLQ3ZxOgp9UFg4lUNjff8eDQOE//75v4wkvO5qy1C3LPPTKaJJ2ZmHM4nsrwuwcP8f3b9/Dep5+Uly31A71lXqZ2YHQWmdopgtqx3DDqaO6+bi+oDSZ405ni+zg8nJhynqqfwZs0pzadJR4JEQ+HSE1TXKnQaGBOcbs3/zf4WmAiyzyeyrCovQMYzmXXZytVovpxLDJ9pnYsNTF0GuAfH38sr3rsRlqiYZZ3h3NZzU1L3VzabFYDmdqxqrTft3fA7S8SkklBrf8ZKzdTO5YKDj927/Wjjlk0KZttjDH1pKooriL+xO+KKijq7ve2C/6uClm0YF9F9l/smN69oVQaW8zMGGNmr9JM7aeAW4EzgP3e/7uBz+OKOzWF4USaZ33xRj7+vNNzAeZMZLPK4FiKrMLdewdzAVR3qzutiUwGcMHg1kMjHBxK8J1bduWOOZLMMJbM5M23HA8sP7OtdyQvqPUrH7tMLfmZ2irOqfUDvfZ4hJZoiPFUlq6W6KTtiu3jb9v7eP4X/8yv3np+ySq9/lDrYkFtLBIiFgmh6jK50TLXDBpNZFja6QLpzniE/YNuXmjwvPjzU8fTWRZ2TF76ZzZKL+nj2p+YIhB0c2on/hRDISlakXlFdwuJdJah8XRuLvCuKg8/3ucFteesX8jftvfl3pNsVnMZ9rIztX5GPnDR5hPPP4POaQqaGROkgShB8+6f/b4zWc3rh6bfZeUHLfoM7850Jusu4Pl360SwE7zPf5L/uwZ3k7uvdNsmPeLdMZxIk4lWNipmyv3O4JmjiRSpyNQ1FLTIjYJQclJbCj8feZ+dwE5GRxMMy+R/32qlCh9jY4wxVB7UngOcr6ojIpIFIqp6m4i8A/gMcFrVWzgH9vSPs/XwCPfsHZxVUDuSTON/H/rL1l5GUxmiYaHN+9IeXKvWD0hvuOcA//Est9boaCJNIp3NyyaOpTK5YcbbD4/ktW9Spja4pE8ZGcdyM7V+UNsac0vMjKeydLVO/qgUKxS17fAIWXVBfKmgNjfXskj1Yz+oBRfkljtMdTSVzs2pDQ4/DhbQGhpPkckqyXSWxUXWsw1SVd513V0875w1ufdgT/8Yv73/IC8+b92k7f0LBoXtnah+PPWc2nIqMPsXFgbHU7lMdLUztXv63cWAC45fwp+39rK9d4TjlnXmXRyYKkAP8p+Tziopb6h6LBwqO/tuGt/h0QQlBmyUZWwsyWjIzZ9XtETAMnfGxpOMhSubv1/V4ydSjE8T0M2lRCZDKF2d0Sozb0OWUIWFFY1pJPuGK1vtwnfz1l6uu20P2cQooXgbl561ivM2Lqpy66Y3VucLO43QBjt+fY9frYUqKw1qBfBTQ4eAVcADwG7g2Cq1ac75lXFnm6UbDBRN+su2PtYubKM1Gs4FMsEMrF+puG8kyV+39fGoYxfn5i7mz43NTmRqD4/kHc/fbqaFooJzYKcsFOW1q81bN/UIqdzw46BMkTm1/us8MFS6kx/PZWrzn+8XiooGiiu1l7nazlig2FKw+nHwvAwn0iS8L3CLvCBypMTFgMHxNP/3t130tMVyQe33b9vNx3/xIM84bWVu3rTPX9Kn2Dq1/mspZSSZn6ktpdOrQD00ns7Nb632nNp9/WNEQsKjj10MuHm1k4LasjO1fqGobG6oeiRkAe3RJKNumGalGuXLnGle/meobyTJwvaYfYZMU7l5ay/X/GkHiUyWngj0jiS55k87AOxzXAHrB0xQpZPb7gZO937/K/BOETkft4bsw9Vs2Fzys1zBSr4z4WdUF3fE+Nu2PkYSbq3UYhVvj3iZ2lgkxM/u3g9MFN7Jy7imMgx6BY0Kg9p9A2OEQ5Jb47PS4cfJtOYC7qkqM/vtaotFaPECxeDwYz8uSRVJ0fSNuDYdHCyd/Ujk5tQW3p8lHg1kags22Nk7yudufJhMVrnpocO86pt35i5MjCQytHnzl4PVj/MztenAEPEo4ZAwkkhz1+6BSUGn//yDgeDcv4jRNzo5s5KbU1tQKCoXoE+VqU3kz6ktpdN7D9x6wZlcmyotqjWVfQPjLOtqYd2iNgD2eJng4GiCsqsfBzK1fqGosAW1857/Za53JIky8WXu5q299W6aaRL2GaouEekTkcWB2/8iIj11bNJR77rb9pAo+F6QyGS57rY9dWpR87F+wBSqNKj9IC5bC24O7Vrgt8CTgTdWsV1zyg9OZlv51g9qn3TScoYSaf60pddlaqPutAaHafaPJYmFQzz22MX82fuD8+dFFga1fqZ2e29+ULv10AhrFrTmCiINjKZyczbLqn6cnShcNdUas36A7A8/honqx0BumG+xIcxHRlzAd3CKTG1imkxtqWVwfnzXXj768wd4/4/u4S3f/jt/2d7Pz+/eTzbrlu1pCxSKGktlyGSVsWR+9WM/IGuNhmmPhblz9wDPuPImfnb3vrxj+Z+NYHDuV08+UiSoLTWnttwlfSrL1KYYSaRp8T5n5SzrM5pM89Gf38+P7jowZRC8p3+MlT0tuQsL/uckWFCr7HVqA4Wi0lklEhIbemzsy5yZNfsMVV0P+d8H/xVYWJ+mzA993nel7QeHuXvf2KT7zfSsH3CB/Tu+eyev+totvOO7d877gL6ioFZVb1DV67zft6rqicBiYJmq3jgH7ZsT1Rp+7AcH/+/MVbTHwuzpH6M1FiEWdoFgMJDpH0nR0xZlSWc897ximdqxYKb20EhekZQth4bZuKQjF5gmM1l6vPVWx8usfuwHQuXMqW2LhXPHCg4/9of5FguM/SzmgSkytcEMXlCwUBRMnrvpv19f+/MO+keTLGyP8v3b9+Tm6PrZTj/oH0mmJw0/9oP/eDREezyS6wAOD+f/Q+IHtQcGJ4Jz/2JDf5Gg1h9eGy1cp7ZE1tmX8QJy/+LBVILDj0cSaY5b5mpmljOv9nu37eFzN27hX3/4AC+9+q8lt9s3MMaK7tbc6/Az0MHzOJ4qN1M7USgqnVUiZRb9qgUReaZInScRzVP2ZW725vsXmeBnaPvB4Un3m1lrnM76KLWwPVbR/Way+d4PWKZ6slmvraGqfarVqENZO37AMpKszpza5V0tPOP0lQC0RkOBTO1EINA/lqSnLUpnS4Sh8RTZrOaCx2BQO5p0mdrOlggjyQyHhl1wmM0q2w6PcMyS9twQYnCVfiMhKbv6sR+klhvUtkbzA0X/frePycFNOZlaP6gtnIuXyGSJRcIliyuNJDK0x8JceOIy3vuMk3numSv445bDbD00ktcuP+s5kkjnjiXi3i//dms0TFssnAusCy9w+EPTDw4FM7Vp7zVOznROO/y4RKbWf9/a49MHtR2BTO1wIs0Jy11Q+5U/buPV19wy5YWN627bzfHLOnnz4zdwx65+7tk7MGmbbFbZPzDOyp5WQiEhJBPB+mjgbyVRZmEZ/wJCKqukMtlJAX+dfR/IVWETkbtEZE0d2zNv2Je52bEvMvYZMs3v0rNWES8sLBkOcelZq+rUouYz3/sBy1RPVtG3TBH54VQ/c9XIahvy59QmZlf10R9+3N0a5XnnuO/DU82p7WmL0dkSZTyVzWVjYaIyckc8zJHRJJmsctrqbgC2H3ZDS/f0j5FIZ9m4pIN4ZCIAinvFnILDbEtJZbK5gHHqQlHp3Gvxg+C2wOvyA11/Tu2tO45wzgd/Re9wIjc098BggoHRFO/87p15rxUmMrCF69wmUhnikVDJQHAkkaarNcqXXraZl5y3jmecugxVuPavO/Pa1REIav2gcVF7jKFAUNsSDecF6pOC2sREFt1/zlTDj0utUxufplDUaGJi/vJ0/HnNR0ZTJNJZVvW00RmPcPPWPn5574GSRaO2HR7h9p39XHrWKp5z5nJi4RDfvXX3pO36RpOkMsoKb13cSDiUq1qcN6e2zEytH/z6haIaKVPL5EzEevz1t8ycsi9zs2NfZOwzNEdeKyJvFZG34oqIvtK/HbjfVMl5Gxfx0kety13sXdQe46WPWmdFjiow3/uB+Z6pLqbS6seFl4KjuMJRa4DrqtKiGvAzbpUMP37N12/hqaeu4FlnTPyx+MFaR0uEM9f0cPLKLpZ3tRadUzswmmLdorbcENL9gWGtfqa2qyWSm8N56qoe/vhwL9sOD3PuhoVsOeQ+sBsXtxMNuyxaVl1muCUWLq/6cSBTO3WhqAzhkBALh3JDjVuiYWKREMlMNnefn+29ZXsfh4YSPHBgKFcQ6/Bwghvu3c+3btnF009fwWM3LfHakM1lRyetU1u4pE/BF7fCuafrFrZy+poefvj3vcBEhtYPVoNB7OKOOMPjqVxA1hoL5wWShfOrg7cPDiZYu6gtMPx4cqY2GVzSJ7CrWEHWOZHOoErufRgLZI6n4wJ+yX122uNhPvbc07h9Zz9f/P3WvIz/j+7YS1drlPOPW8L3b9uNCDzrjFW0h1JceNJSfvD3vcQiIbpaovzj413hcv8ijb98UyQkuQsPY7mLAaGKM7XprJLOZgk3VqbW1In/pe2K79+DaoZFVrGyIsEvMgDrl3bk3V8L9a44GvwMpbJZ+wzN3k7g5YHb+4F/KNhGgU/UrEXzwHkbF7FxSTvZbIaPPqcpVsRsKPO9H1jYHqO3SL8/XzLVxVQU1Krqy4vdLyL/BQxWpUU14Gdoy61+nMkqv7j3AAvb43lB7cBYis54JFfR9VuveSSRkLC3380Ty8/UJjljTU+ugu3+gYmg1g+Suloi7B1wQe2JKzqJhUO5obX+/49Z2oGIEI+4QLYl6q8lW0b140yWlsj0haL84c8iQqsXoLf4VYkTE8N8/X3s9DKEu/pG6R9Nssj7Q/vdA4eA/IsHwcq5hdniZDpLfIpCUcOJNO0FVYKfdupyPvTT+wHylvRxx83kAqslnXH2D4xPBGeRcG679li45PBjcEOpg0HtVJnaWDhEukhQ67+Wd3//bg4NJ/jqy88FJi58+BdCpiIidLZEc5+djniEi09ZwfLu1klB7Wd/+zDLu1s4/zi33uyZa3pY3t3C0FCK55y9mp/etZ8v/m4rAMu6WnjO2atzhcvaYxNBbaagUNSCtlhZmVpVzb3XKS9TG22sTK2Svxxq4W0zh+r9Za6ZlxSq9xeZ4FIkUL+lSPzPEGABwSyp6vp6t8GYmZjP/cClZ63K9b2++ZSpLqZaqZMvAv9YpX3NuaEKqx8PjqVQnRh+OnF/Oq8qcEc8Qks0TNzLuvkZLVWlfyyVm1ML+QWIBsbcF5SulolrDN2tUTYuaedh72r81sPDdLVEWOR9cYnngk1/+HE5mVqXCRWZOlM7MDaxLq2fQWyNBocf+9WP3ZeaXV6honv3DpJVOGGFm+v5+wddUBsc5h0MvidlagsKRRUGtaPJ9KRhuk85ZUXud39JH39+6nBg+PHSzhaGE8HhxyHWLmzjlFVdrF3UPmkoejDI9Yte+e9/sUytv05tYeBWuKTPjr7R3EWA4GssXN+2lM6WSC6o9YNy/70KDvNOpLO5z8RIIpP3hffxxy/lK5edw83veiLnbVzIe66/mx29I7m/Bz/THQ2HJgpFefvqaYuVlalNZTT3/may2nCFonDDj38nIneKyJ1AG/Az/3bgfnOUafY5qfUecmfDn405OvgF595z/d3zsuBcs7Mh7JNVOvy4lOOrtJ+ayFU/LrNQlJ+ZGyrI7A6Op/KCWl9hpnEslSGZznpzar3hxwMTBYgmhh9P7KurNcqxSzu4c7cr6LPl4Agbl3TklkRxGdcULRUMP0552bKwyJSZ2mBQ669TG/eGH8NEptafU7vbC9Lu3uuS9ccv6+KPD/fm5i4HA8TgkOzCObVJb85vqerHw4kMq3rysxFrFrZx+upu7tg9MGn4sSsU5QLl7taoW6c2MKf2X596Aums8pIv/4XhRKrgWMGgdpxMVhnxArtSmVqRyeuwFgbow+NpRgMBtP8aY5Hyg9q9/RPDj2HiYshAINhOpDK5AH48nckNdwaX8X38CUsB+MAlp3LhJ37HzVt7WdQe9/brZWrDk4cfL2iLFg3qCwU/j6lMQxaKel/B7e/VpRVN6vrb9/CxGx6goy3C0q6Wpsp0ThWUNcNrqPeQu0YY/myqS0SeAnweOE1VBwse6wbuAF6tqr+sR/sald8P9nTG6jIMfzaCIy56IvUbcdHsGmEqRjNnqv3z99COg4Tjbbz9ouO55MyZX6CtKKgVkf8uvAtYATwFuHrGrZh8nIXAl3Hr3x4G3qWq/1ut/RcLtqbizxP1A53RZJpoOMTgWCovu+ornFPrBwEL2qK5wLXYnNru1ol9dbVE2LS0k5/ctY+xZIath4d5zLFLJh2jJRKmNRoqM6jNEgmHCIdkykJRwaC2PRZBCAw/Jlj9WMlmNbekzL1eUOtX5fUFA8S8TG1h9WMvAC1V/Xg0mS5aJfhpp63gjt0DuXPbHljSZzyVoSUSoqMlkrekT0s0TCQcIhJ22/cWLOkzlEizsD3G8Hiag0OJvOHIR0rMqY2GQ5PWYY0VZGqHE+m8iyl+1rPsoDYepW/EnWd/mLB/YWVgLP/igf+ZGE+WXjJoSacLZIfG07nA16+yHAlNFIryhx93t0bzRhmUElzLthELRalqYVBbE+X2beI+SB8BXuXd9SXgXxqh0vz1t+/hXdfdxVgqw3FtnU33ZSgYlEVEWb2kM+/+ZlDPLzL1Hv5s5sQbgI8VBrQAqjogIv8JvBmoWlDb7H1hsB/s7ow1XT/Y7Bf3GkGjTMVoVsHzp7iCuO+67i6AGQe2laZOTi34OQlXFuct3k+1fBZIAsuAFwGfF5GTq7VzP0BJZbSsoZT9uUytC2Yu/dyf+PgNDzAwNnWm1g9q/cxeqeHHwTm1vs6WKJuWdaAKv3vwIAcGE5yyqiv3uB/4xSuYU5vKZIl5QW25w4+ff84aPn7picQjgeHHgTm1B4bGSXpZSj+I2rSsg2BsF1wOZsrhx97w6NLVj/MLRfle9qj1fPllm1m7qA2YyNT6QWxrLJw7t73eEkmtgbm57fHIpAscIwk3r3hJZ5yDg+O5ob3hkBRdp9ZlIicHbYVZ++GEW2PW//fYvz9Y0XoqnYHPSHtgmHB7LDx5+LF3rsdSmbzXG+Sfq8HxdJHhxxOZ2nFvLV33WZt+Tm3wIksjFooSkQ4ReamIdBV5rNt7rH0ODl1u33Y5cAmuEN9pwDOA18xBeyr2sRsemHQRrZmGn873ZSBmq97Dn82cOA341RSP/wbXF1VTU/eFzd4P2nrhs2dTMWan2PkbS2X42A0PzHifFX3LVNXHF/w8UVVfoKpXqersFn31eF8knw28R1WHVfUm4IfAS6qxf3BZOD/YKKdYlJ+Z84cfbzs8wt+29zE0ns4bMuwrXMbFHxbqL+kD+YWigtWPfV0tUTZ5w7q+8sftADx20+Lc435WrSXqKhSXNafWm9dYyfDjZV0tPPlElyGenKnNsrPXDT0+eeVEbLCkM87ijjixSIiOeCRXgAgKhh9nlWQ6y2u+fgv37Rskk1Vi4XBe9eM7dvXz4Z/eh6oyUqRQFLiA8IknLgvcDhEJSW5Jn9ZoOBcM+uv+tgQyox2xyOTqx+NpOuIRlnXFOTA0nnvvV/a0FB1+nM5kiRbJtoZCQiQkuazz8HiarE6ch4mgttzhx/lzuH1drdG8QlGJdCa3zJN/DooJh4SOeITh8XQusJ8YfhwincvUpmmNufnihcPCiwkGvimv4nWDFYp6HfD8UpkJ4HneNlVTYd/2MuC/VHW3qu4B/gu4rJrtmSm/EB7ArsMT88Ob5cuQBWWzY/O4jkpLgKk6dgWq9gYfDX1hsB9sxuVU7OLe7NmSOrMTPH99EzMy8/62KlWtObXVdByQVtUHA/fdAZxfjZ2nM1nGUlnWLmxjZ98oI4kMizqmfk5/YE7teCpDIp3lwQPuA9xdJFMr4pbDmcjU+kFt8Uytv11Xbtin0BINsW5RO5GQ8JdtfSzrinPMkomG+kFQS9StJTuWypDOZAmHZNIQWF8qnSUaDhEOl87UqmpeUBvkB5vBdWr9IlGP3LiIu/e4+GBhe4wV3S2s6mnl4OB40eHHbbEw2axyYHCcG+45wGmre9zriuZXP/7Fvfv54u+38k9P3MRYqnimtpCIeNnXTK5CdEfcvZ6DgwmiYSES+FJbLFM7nEjTHneFuR46OJzL0q9d2MauvjE3rDkQKPrDj4uJRUIk01kS6UxuGPJIwg339W9XMqc22G5fdyCozWaVVEYZT2XIZpXxVDavrcX2OTSeyg079gtuuWB8ovpxazTslvQpY1RAXqY2o274cZFMdh09H3jPFI9fCXwQ+HgVj1lJ33ay91hwu2lHqxwZTfKdW3ZN25BDQwmy2WxZ2xbqbo3S733W0pks/d4/TB2xCD+5Y2/Z++kdSaLZbEXPqZYTlndw/55BkqqkU1lOX9VF71Ci5m1JJhLE4jNbOMAfAjybNs/m+N1trk89f9PiWZ27Zj4H1SDpFF3tw9NvOLd247KgD5V4/DSgmumnpu8L8/tBbbp+cHVPCzsOjZDOKFlc+yMinL6qqy59cr36gS2Hhrl1ez/ZdIJQJM7Z63vyvmtPJZXKMpxM50a0zfQzAPOzHwyev2BI0t0andF3EygjqBWR31LmUheq+oQZtSJfB5OXBxoAOgs3FJHLcUNTWLtqFcO33ebasXIlMj4OfX3u9qpVyOgoHDnC0HiaeCrBMZol3LePgdtuY+iM45HBQRhwRZl07Vqkvx8GXTMOHVSWDPfR0TfGvj//jUgmTdvhXtpT46zYl2LoyArk4EEYccvu6MaNrB45THxLkuHbRtk/0MqKwUO0PXQfib1RWsJCfN9uNqRTdMbD3Nm+nFUDB1m0W9jQt4f+1esZueceSCZ5ZKaXP8hCntI2wsjtt0MohB5zDCsO72ZDXz8L9oQ43LGMhft38rYPfIvlC9v5x8sej2zZAtksRKPo+vXIww+zfP9OejpGCRGnfdtDDN+WhHjcvd6H3L9lo6EomUyW5Xu3MnzbKLS2MtLdjTz0EKsObGf5YJJweh0b+vYQfiDCvnSYSDbDI8b38au+PaRb20gPDfD+TUo4BO//wxGGB+K592a0N0MsneKEsYP0pCIMb+khnk4ydufdbOg7SMuhHpJHWr39h0gTpyU1zs6b/sKGvj109C9gaH8Xsncv42NjsGoVxOPIvn3u3C9aBNEoxw/sJfzQEITa6U4pXdvvZ0PfHob2KQsziYnPytKldI72s3T/ToZuuw2WLYNsls7tW1jYHqWtdSV3HjjEyN/vYEPfHtaFO7l7bIj9N9/C4vYoumIFJBK0b3uQDb1DDO3fz2hvL5JI5D57S8YGaNnyIIf/MkQ8laAjOcaRW24j3hVneCDO4pEjyL13M7wnPumzp+vWIX19MDQEQEsGlg65z17ovrsY2nQMcvAgxx7ZDUdgqP9Ykrv2sKFvDyGBw31HWDF4iIW7hOHbhhlZsQLZtQvG3UUV3bSJ9cMHiT3cR6gzRlsszui97rO36tAuEh0bGb7rLtq2PsTG/gSSXczig7vd+QuH0Y0bka1bIZOBSATdsAHZsoWx3QOs7t/P7p7ldO/aQjSRpiMSZWhoKPdZC372xsfGkAUL0NWrkYcfdo+3trq/5S1bKu5EyrAJuGeKx+8FjqnyMcvu27xtBwq26xARKZxLFuwHly9bRfeff8fAumPo2LeHcHKc3uNPZtED9zDes4hsNErbof289oRNtGx9iPhf9nNk4/EsfPg+xha5ERmtvYfoO/ZEFmx9AA2FGVyznp5tDzG6ZDmhVIrX606ukYUct/thWrrbORhZzoZDu1h8ynF03HeElsF+Dh13MksevIdUaxsji5bSs3s7gyvXEB/sJz48xKHjTuat4Z2MtLWQ2SV07d1F/+r1tPceJDo2mnv+eFcPqbZ2Ovfv4cjajXQe2EMkkeD2JRvY8cs/c6i1m9VL2zk7MkrktFPp2b0dyWTo3Xgcix++n1HvNbX1HuLwsSewaOuDaDhMaPV6PrzgAP09C4kzQOvWbRyKuGOm43GGlq1iwc6tDC1fRXR0pOhruvVXt7B30UqetyGee01LHryHREcnia6eaV/TX2+8g+2L1/CyVVkiiUTu8bGehWSiUToOHaBvw6aSr+mtYe81/e2PaDhM/+r1LNz2EMNLlhFOpWjt78vts9hr+uNfH+b+lcfyj139U75PpV7TW8PuNS3+yx9Kvk/Tvaar+rs4ds9DPPIxJxV9n6Z7TS/f4L2mHZmS79NUr+nb2xKsPLyHs590TtmfveBr+sF9R1gycIgzn/LIsj97wdd0w+176Rk+wqOe8wQWPXAPmVgLwytW0b1jC8Pe+xQf7M/9Dc+hnwD/ISI/VdW8NImItAHv97aplqbvC1/WNcC92x7mrqXH8OjenSQGYxxatJInjvUS35Es+/P4khNPZsG9fydzz0BZ/Ubw89h3eID/GV3MiXsfonPNUjasWMixqYEp+w3/83ju9gdZm0xxU9sC1u5+iD5ZwQkLW9iwdWdFfeE3d2dZc2g35zzhzLL6jUbqCx9oWUjftv0s39/LvSuO4fyhHQztaOPgiRs5afjAtH3hBR3L2LtjK/HxUR5ctYnjtt3DcEc3GzcsZ/FftpXdF/76noNsWbqO1/YMltVvFL6mN7Z5r+kvf5jy36xSfeEPdowz0NLBS5elK/p32H/8e7szpMIRXrBCy/rs+a/psV3LGLzl7xzoWkR6aISWwUEeXH0sL9U+Om4dnFFfWE6m9u7A72Hc3If9wF+8+87FFYv6Rhn7KscwUDjPrQsYKtxQVa8CrgLYvHmzdpx1Vv4G69fn396wgb7eURLRQ3SvW8m2IyHGN51E55KFsGRJ/raLJ4b6Du24i0MdCzkEHFpzHOlwLwc73Uic8Ekn0blgASxYkPf0gUXLObxqOR1nncr4bx9mX9cSlp63mZZomM6f/Yq9maVEw8KK7lboG+XQouWETzyRbXcr61qjdJxyCgAd9yrcvZ8zzt9MR2Di9OiaDWwbPogeexxdQwnua1vK3ePKWZEFdHZ2whln5L+eM89k648OccralUQG93Nk7TF0nBUoMOKdu4H+MZCdxE45hY6z1rrzPDREx8qVDN6ZYf/oQXp6uti2cBWjx5zA1h1HWLqgl3WPOZdtfxtneVcLXYsWccZFjwUg9eAfGZEI/nuTumsfychB+patZyQSJrx2HYnIDh5auIxtC6NEVq9m4YplbFu4ioH1mxjqH2M8Osb+VceybWE/rWtW0bl8OSxfjg4NudcKsGJiaR+A/jUb2LO4g/6RBJH2EIvPOYltfxrlwFiY9s4Wgp+V9hUJti08gpx8GlsPDXPc8k4eWriK01f3sHFlF3vuHWTPio1sWzjGczesZOCBIUaPOZGOwJDrQ6uOcDDb79rW3k5H58S/zaM9izi8ehnpEzaSiB4mEY2TOv5kOlZ0wV93crh9Ae1nnkFHT+ukzx4AiyZGfS0c3sLBzkWEBBaec7bLyi9YwPjGIXYfGaWzp4eBWDvbFm53T4i1sa9rCZxwEh1nrXfvZcG5Sqxay/ZYmMyCNjoGDuY+e71/HqNTQnSceiq7bxljoCNJV3sL27qX03rGmYRDwvO/+GeeeOJSLn9cIP474wzGWw+yu8dlH/YvX89wIk1LNOTer8K/07POcu3yz1mRx+eAAEuBnSUeX0r1ljzzld23Fdm2CxguVhylsB988j+9ePLennzmpLuGhk6a+Pvh7CJNCN73iLxHlt6+h4/dsChX/fhRz3705OGnF5xS8vn+42Mjw7S2l7gqnvd83zncvLWXO/+0gwc2uCl+urSDg+EQLz1mHec9KfBZeUKRKYB59501+fh5xzynZJtu3trL7+9LkMpm+XFsIZdeuIqnb1xUos3FX9N1/a2Eshke/bJzSxx/op3F21/sviJ/K0Ve081be/n9nlZUM3xv4YlcetYqLtq4iFLv05RKvE9TP+7aec01t7Jz8QL+9dnn5j88g9dU+vHSr+n/rrmVnatW8a9PPbfo4/kmv6ZvX3MruzmGf33SWVT6Pt28tZc7t4ZIti3jttuO8PaLHh8ojvLIyc9/8pnwxqrNwir0QeA5wIMiciVwv3f/ibgiUgJ8qIrHOyr6wutv38O9NzzA/etWsrA9xgtKVb6d5vM4ds760v3gpOc7N2/dyM/+tIORfYPcsvEM1i/tYG84xDHnn8NTNi6i3M/jJcDYyGMnH7+Mv7Gbt/ay7fv38OCKbvrHO7j0vON5hP/6m6Av/N5376R3/QK2t7migfetOw+AgViMl19+wTTPd+/kzVtPdWuejyQ5uHpFkerH0/eFX7/mVuLZDI+47Cmzfk1TP168L/zaNbeSzWZ4xGXnFn18svzX9LVrbnV7f6n/d1Le+/RI4ObNJ3DdbXvYuuMg4TXFqh9X1hdOG9Sq6j/5v4vIJ4GvAW8Kdigi8ilcp1cNDwIREdmkqv5QmNOZOqtSNr+YzgovgOgfTfHGa2/nNedv5OSV3UWfEywMtCuwxihQtFAUuOGkh4YSvO9H97B/YNwbuumGdXbGIxwaStAWi+SG8sbDoVxF4+A83ROWd3HDPft51LH5HaVfWMhfp9YfJurPGS3GDQF1haIKl9PxDQSGShd7TRCYU5vJsrNvlDUL21i1wJ3PBQXzMTrikVzlXJgYat0Wi5BIZ3JzTfd7a8HGIqG8Qlvj3nP9CssdZQw/Bjd84chokrFUhqWdUU5Y3sljNy3mDw8dZlFHfhv9Yby7+kb5f5/7E1c84yRGEmk6WiKsXeiKT93jVXb2bxcWi0plsqWHH4fd8OPgklD+cOfKhx9PVHgODjPvbo1y71733gWLn/V57Sw1p9bfZ/9okuFEOu/8BgtF+cOP/c9dIp2hLRbhvn2DLPYqKAf571tHPEI6myWdyRIp872rkbtxVTdvKfH4xVSpzwmopG+7x3vsr9NsVxeXnLmKS85cxYGRBNkaFyGtd9VOv2KjXxm82SpeBtsfkeZr/9Gg8DNUjaqfs6GqB0XkUbhlfT7ExPc5BW4A/lFVD1TxkEdFX+j3g/uGp18RoNqsH5w9f07n+qUd9ETS9Kfz7y/HeRsXNc3rbUT++evQVODC0sxVmol4KXBlkStkn6NKhZxUdQS4Dni/iLSLyKOBZwFfr8b+/cBiRXcLAHfvGeCHd+zlz1tKLzp9ZGSiAM+uI/lBbbG5p+DmvP7yvgN85Y/b+dnd+/OCRH9eZHssHFgHNkSrF9QG502+/DHr+c5rH8XSzpZJ+4eJQlG+w0Olg9pkJks0IoSk9JI+/WPuj7loVefAPF5whZ72D46zsqeVtliEhe0xFrbnP689Hs6br+rPqe2IR8h4cz8BDnpzjOMRtyxONOyKK42n84Patlh5gdGqnlb2Doy56sfRMCLCe59+EuGQeGv8TvADuYcPDpPJKlsOjTA0nqYzHmGdV1H57r1u9JMf1PYVBLXJ9DRzajPZvLnF/pq3idTM5tS2F5yH4JzaYCEnv3NuKVH92N/nkFcoKjhPNxKaKBQ17lVQbvGXq/LanUhnOVLkHwD/feuIR9yc2mzDzam9Gvg3EXlW4QMicgnwLtxyE1VTYd92DfBWEVklIiuBfwa+Ws32NKvgFxF/jdTg/XOt2SteNnv7jwZzUfVztlR1h6o+FViMS+mcByxW1aeq6rYqH8v6wlmyfnD2GqFY1s1be9l6aIRth0d4x3fv5OatpWMRM71Kg1rBLeVTqNh9s/F6oBU4CFwLvE5Vq5qpXd7lgsR797kMXGH1W1XleV/4Mz+8Yy9HRpO5TNeuPhdc+WuxFlunFlyQogobF7cTC4dY0DbxR+Jn29rikVwgGwuHcsFWZ0EV5LPX5Q9tBreUD0wUivKNJDN5S+gEpTNZoqEQkSkKRQ3m1swtvVRRW2BJn7FkJrd27BNPWMp5G/KvWLUXVBbOFYqKh8mokvY6xYNeMO4H635206/qvMcLaoutU1vMqgWt7OsfZzQ5UdBp07JO3nHR8Tz11Pzht36AuO2wmxO9vXeERDpLezzCukVuVZcH9g8RC4dY5n1uCteqTZWofjzxWjJ5lbZHCzK1lVY/LjwPXa0RRpKuWFgwU+tfkJkuUzs4nvaWTJrYLhLOLxTVFpvI1I6nM6gqiXS26D+ifuXljpaIW9Kn8dap/RLwfeD7InKfiHzf+7kf92Xrh9421Va0bxORx4pIsFrMF4EfAXfhsso/8e6b9+r9RaTeXyZnK9j+U1a0TrrfzL3ge7C2Z+Lf+9lU/awWVT2iqn9T1b+q6hERWSsiV4jIjiofyvrCWbB+cPbqXQm/VLbbAtuZq3Q84NXAl0RkE3Czd995wDuAr1SrUarahxvqX3UTmVr3j/m93rDS0YIlcRLpLH/d3seybreEy9qFbTxwYCiXqX3EhoXcv3+o5PBj/8v/my7cxLKulrzhvsFMrZ95jEcnsmDFlgmavP+JrKkfsCzuiHN4OMHhoSRrF+W/tZmsqy4WDYemXNJnYKqgdtKSPuqqC3uv9WPPnTx2vrCysJ9FbI9FyGQmMrX+mrX+MfyKwX4V3d3eP/aFGcpSVvW05TLJ/nkFeM35k2v/+NlJP6h9YL+b1tMRj9DhVUDuHUmyqD2ay7j3F3Tcbg3g4kFbLBIildG84N7/3T8fsRJZ3kL+Z6dwGLb/fg2Op/OW0ylv+LGrfjyUSLOqZ2JEQDSwpI/LeEfyMrV+QF7sH7FgRj6dybqhjmW+xlpR1ReLyA+Bf8BV4xTcXLL3quq3ReRCVZ1q7caZHLNo36aqf8AVRPFvK65ffUc1j380uPSsVXkL3kNtv4gs9PqDYvc3g0Zpv5+hUM3wju/eWWQu2tGr1Huwsqe1yNa1JyJRXD/1KuCJuOHCX63mMawvnB3rB2fP72+uu20P2USaRe2xmvZD9R5CfjSqNKh9B+6q2puYKBqwD/gIbu2whucvzbLcG368xwuWJq1T6t2+f98gR0ZTnLqqhwcODLG7b5RYOMQTT1zG927bw8ru4v8IxSMhFrRFuejk5ZOWU/EDk+Cc2lg4lAsYOssJaqOBoDbmfr/4lGV84+adHBoeZ603bNbnz12NhIVwSErOgysnqG2NRnL79IelltIej+SG2sLE+qVtsbDL4GXz/6Bj4XDuWMl0Nrf9Hu9iQjlL+gCs9ub4qk4d0MHE+7HVC2r3eWsI+4Hj2kVt9I4k6WyJEI+4NW+3HMpfgiGVyRIJTb2kz1DgM+ZfREmms8TCoZLLMBXyRwYUngf//RoYS+UNP/aHBvufkWI64xES6Sz9o0mOWzZxxTUSmHs9lsrQGgvlZWonlqxKoqp5r8G/GNHZEqF3OEk6o0Qba/gxAKr6beDb/m0RWQ1cJiJbgPW44nimgQS/iPSNJFlY4y8i9f4yOVuN0P6jYV6vH5SnstmKg/Ji70FrNMzbLzp+rppbFhE5CRfIvhgYA1YBz1DVn9W1YWYS6werw5/TOWXRwjlSjTm99TabfnAuVBTUqmoW+CjwURHp8u6r3wJvM+BnanvaorREQ7mgabQwqPW223JomKxOzKXcNzjO4o44jztuCXdd8eSSwcjrLjiGTFaLrg8aHELqPx6LTAw/7mqd/m3xt22JhDhv4yKee/ZqLjljlQtqhyb+IHb2jrKipyUX1MbC0xSKGksRDknRgkyxwDxeERe4ZJUp10DtiIdJprO5Qkrj6QzRsBCLhMiqTmqHH6z781D9jN/hYfeaKhl+7Jsq6Hb79ILagkDVX7d13cI2bt/Zn3vfnnP2ar72p+287oJjOd4bhp7KaMnAsS0WZmg8nTf8eMQbIp5MZ8ueTwv5haKC/Oz+4Fgqv1CUP6d2mkwtuCHgeXNqwxMZ/dFkmrZYQabWC2pTGWVwPJ13ISSRyiDiMusHsuOuUFSDZWp9IhLGzed6Ja541J244W3fqWe7TGn1LM5R7y+Ts1Xv7IR/7GbOUMy2SE7wPTg0NsKqntYiVT9rR0ReCbwaOAn4Hm4d798BCaDaw45NlVg/2NyaPdvdiMXCZlyOtNmCWd/gWIrWaIhoOERHPMJ4yn2ghhP5w4/9TK0/SnftwonMX4/35X2q7NoTT1xW8rHOQLbND4TikRAdLRE2r1vAWWsnz6EtFMzUruhu5WPPPZ0DXrGlw14F5Lv3DPD0z9xEV0uEyx69ASgvU9vdGi362vy5B9FwiEhIckHaVAGTHySNJNL0tMUY94YrR0IuYEplCjO1BXNqU/nvSyWFonxTtc+10T0erE4MwUytm1frv29vfMImvnvrbj78s/v46stdCfSphh8v7Wxhy8HDDCfcBQMIVj/OVBTU+m2aNPy4bSJTGywCdqTM6sfghoB3FBaKymRRVcZTWVoigUxtKjMpI9zdGqV3OMGXbtrGaCJNazTsAuPGLBSFiByPy0q8FBgB/he4CHiJqt5bz7aZxtbsFS/rmZ2A5s9QVCMo99+DUHKMZQun/zd/jn0R+DBwgarmSvmWO4LIzE/N3g/WW7Nnuxvx4uS0EYKI3Amc7xUMuAtX4r0oVT2t1GONwq9qCy7g8jOAhcWVCocjL+9uzQVixZa7qUSuUFRw+HHEBYrffd2jytpHcEkf38L2GCJwyCu6tNNbfmhBe4zP/vZhwJtTG5LcHFbflkPDPHxwmP7RVMmKzn7wFY+4ffjnaKqAyZ8DO+wFtYl0lng0RCgkZLxgp9gxouGQW9KnIKhtnybr6muJhnNzjKcLaoOBXLCKsB+Qr/Oy9H5Qu6A9xqses5FP/upBDg0lWNIZn3JJn+XdcQ4MJRgcc0vmqCojifzhx+Vqi4UJh2RSxjo4/DjYjr7c8OPpM7WQP2fZLxSVK2YVmPedSGdJBN6b3pEk6xe386v7DvD5G7ewblEbLdEw0XCIVDbrgtoGKhQlIn8ATsFlJZ6nqr/z7n9nXRtmzDzQ7BmKYFBe7P4m9DngdcDFIvJ14FpVPVTnNhlzVGuEUTOz0Yj9YDlpr+/hhqAAfHcO21ITQ4lUblhp8Av8SInhx74FbVE6WyIcGU3R0za7f3iDhaJy69RWkK0DcsFFsAhS1Kuy7Gdqe73/v+oxG3jPD+7xtnFL+hQGk5/77RZ+8Pc9nLa6e8q1d/3jREOh3Dmaar7mRKbWBUDjqQxxL1Ob0SKZ2kDgnMpMVD/276tkCOuqBa0cHk5MO6e2NRomJC4rf8aaHn73oPu33H+f/GV9gnOdj1nqsrd9I0kvqC29pM/y7lYyWWV77wgd8QhZ1dznLVHh8GMR4blnr+Zxm5bk3Z8bfjyeygvSy8nUdgSD2kCwHPWW9EkGiln5FwiKZWoBDnrrDe/oHWVVT2tuXu5Uc47r5JHAZ4GrqlVZ3RhTnmbPUDR7UF5IVd8oIm8Dno2bhvFREfk1rnje7K7iG2NKqveomdloxH5w2qBWVd9X7Pdm9ekXnMmhPrfmqP/lv7OgmBFMzHnsjEcYSqRZ0B6jsyXqgtoSQV+5/GI/bfGJOYqVBDYAjzpmMZeeuWpStcQlHfFcptbPQj/j9JW870f3ks5qbuhw4fDjHb0jpLPK7bv6JwVMvieftJzh8TQ9bVHCYckVPipc9zXID5L885lIZWmJhgiHQt7w44I5tQXVj4OVfIvN853K6p5W7tjVP2XQDS5QbI+59/n45Z3csr2PkWQmF5CvXZSfqQVySzT1e0FjMj1FptZbBmjLwWG6WqOkMtm8QlGVXtD4yLMnD4golan1l/SZKlsdrLbdUTinNqMTQW0klGtrIp0tuh7ugaGJRehboqFctjedUaINlKkFzsENPb5JRLbj1kK8tq4tMvPGfK78C82foWj2oLwYVU3i+sBrRWQ9rn88DfiTiPwM+I6qfquOTTTGNJBG7Acr+jYtIiERCQVuLxeRV4lIeWNmG0A0HJpYFsX7/wkrOidlav35lWd5a8T2eJla//fZyBX7iYVpyw0/rqzI6obF7Xzi+WdMCqQWd05kavtGkixoi9LTFsutdRsJu6G/hQWadnhDlVWLVz4GWL+4nbc++XhEJH9O7RRDWzsCc2p7hxP8ccth1i1qJxxyczjTJTK1sYgrKpXMZHNzMdvKLBLl8ysgT5ephYnPwtLOOKsXtOW1fUlHnNNXd3Pa6u7c9v458terTWWyxCLFgzY/qN07MJ5bJmimhaJKaYmGiIZlUvXjvpEkIlOPBMgbfhwIaqNhly33LzxECzO1BcOPYSJT69oUJhIKkclmSTfYkj6qeruq/iOwAvgE8ExgF65PfJqI1H2Smzk62dqEznkbF/HR55zGf1xyCh99zmlNE9CCa/tLH7WORe0xBFjUHuOlj1rXVK8hSETaROSzIrJHRA7iVrf4FLAOeB6uCvw1dWyiOUr5F/i2HR7hHd+9c971g82sEfvBSgtF/QT4OfBpEekAbgHagQ4ReaWqNlWn1x6PEBI4bllnbm1Snz9f9OmnrWD3kVEWtsVyQU61hh+3xSO54kKVZutKWdIR59adRwDoHUmwqCMOwONPWMpftvURC7uANDjsdySRzmV3oXRQG1TunFq/sNNIIs2Hf3Y/w+Np/uUpJ/DjO/eRySqpgmHQcX9Jn3CI/WMu67esq4U9/WNlr1Hr8ysgx8sIav1gbklnnNULWnngwFDu/RYRfvCGx+Rtv6A9P1M79ZzaibVfO1oiJFLZQKGo6gS1IkJ3a5TBsTTJzon3diyVoS0WnrLgR3BYdXAosj+HvJxMrT/M+eBQIjeUu7BQVIMu6TMOfB34uogci8tOvAX4gIj8RlWfUtcGmqNOIxbXMJU7yorkvA+4DPgmMA68EPi8qj4X973vJyKytH7NM0ejo2Fpr/mu0frBSr9NbwZ+4/1+KTAILMWVgn9bFdtVE8cv6+DMtQvoaYsyksyggSG5w+NpQuKWb/n1P19AJBzKffkvJ+ibypLOOCIuAA0u6VMNizviHPaW9Dk8nMyNbb/45OV0tURYs7BtUqEov6DUYzctBsp7fZFQKBfUTr2kjwuS7tg9wHdv3c2rH7eR45Z15rKvfrbPj7mC83YHxtz+V3hBYblr1Pr8ZZi6WqZ/nr/vpZ0tbFjc7oZYTxGE+UPQ+8f8TK2WnDO6qD2WG3rbHo/QHg/n5hgnKiwUNZWuluikJX1g+kx1cMhx8Pewt6SPXygqGpbcBYLCObW93lD3Q0MJzt2wECBXKCqRyaIK4caaUzuJqj6sqv8CrMFlJ5q26otpXMHiGqesaJ10vzF1cCnwSlW9XFXfCDwNuMRb7gwAVT1Yt9aZo9JUF/iMmYlKM7UdQL/3+5OB76tqSkR+gyu60lTe8IRNvOEJm/jsbx8mk1US6WwuQBtOpGmPR/IyXF1VGn68oruVn7/pcRy7tINf33cAqF6mdnFnnLFUJjfc119Hdf3idu74d7eubmFQu6PXBbUve+R6/ryll2WBzGIpkbAwPFRG9WNvyPDvveJLz9u8BiAXMPqB0aL2GIeHk3nDjwe9gHFFTyvsOEJbmZWPfY/btITPv+gszlwz/UjSDq+dS7vivOEJx/Lss1dPuX1bLEwsHMplKJOZLNESw49DIWFpp8s2d8YjREKSq7adTGfzhv/ORmdLhOFEmoQ3D7kj7m5PV/3Zz8Am0tm8bHjUW9LHz9TGCzK1wfv7RhKoKgeHxnnG6SvZ0TtKh/da/e0aqfrxVFQ1A/zA+zFTWNIWo8TqYGUZyiTpbHOjSbTwv95+g7vXwH9mcdicaCpCR2Ckwqz2WeLJhXenU9nc3PNkPMvhRAgRYUVXC53e35//OrXgfGhgn1rixE+6t8h59O9JeVNJqqnSz0NIhLBIyXOvJV5ANd5/k7MG+IN/Q1X/KiJpYCVuWoaZwoqO6b8zTWVIU3TOch/NePyb7j+U+zte1qrcu8vVuxFmf04rNV/fA3AjIzNozc950NBQqir7qfTb9E7g0SLyI9x6js/17l8IjFalRXUQnPcZDGo7CzKDuTm1rbOv7OUHm/5SK9XK1C7xhhsfGkrQN5JkUXs895gfoIdF8tYy3dE7AsC5Gxfy8zc/NjendCrhkOQyeFMHte6c3btvkI54JLc8TrggU7u4I07/6MQ6rrFIKLf/lV6QXWmhqFBIeMqpK8ra1g/mlnbG6WyJTjvEXEToaYsy4M2pTWemzrgu73ZBbYd3oWQ4MfNCUSVfgxfE+tnftliY4UR6yuV8fJ0tURLDiUmForIK417mN2/4cSqTywiv6G6hbzTFkdEUqYyytDPO5150Fp0tEX54x77c/hqsUJSpgpCI+wYyQ+GQFIyIqO1nJBUJT1nobi687vxjeNd1dzGWyhDPKv1jQms0zOWP3UhHhVMsZit4UaFehrJJOtur04ZgoF8Y9BYG24obEZQhy6LWGKpK1ttO1YXSWVVU8e7X3MWErHeBodR6700ozOSRKWkq/45oTNlW9rSyp3+s6P3GzESlHdYncPPPhoEdwO+9+x8H3FXFdtWUnwEcTWbwR4YPj6fz5hfCxNzD2WZqgyaW9KnOF6tlXlGiXUdGOTKaKlpau7BQ1I6+URa0RelqieZVwp1K8Op+yxTVhePe+rvprHLSii5CoYnAGtycT4ClXS25YdD+83z+8OO2OfzC1xF3awZXEjj3tEU5Mpokk3VfckrNqYWJYlEdLRFEJtZFTqQzVbug0RGP0DcySiKdIR4J5YLZcgpldbVEODycyF/Sx3s9/rJK0bDLKMUjIcYDc2r9gP2gl31a2hXnzLUuOx4N7c/tr8GW9DGmLi4501WG/NgND5BJuKWv3n7R8bn7zcwFR1ZNujxS5HqJAILMagpIsYz5dAF1cJuRbEMMOxfgGyKSCNzXAvyPiOT+YVbVZ9a8Zeao9faLjs9d4PO1RsO8/aLj69gq08wqihJU9YsicituqMovVdUfDL8FeE+1G1crfiAzHKiAPJJMT5rDWa3qx0EtM1yntpRjvUWQ/7atD4DFHZOD2sIlfXb0jrBuUXtFxwkGKFMNbxUR2mJhBsfTnLyqK3d/4fDjxe2xvOAu+CVjhXfVrqPC6seVeMqpK1jR0zJlQaVCPW0xLzvpzzkt/R76Fxs64hFU3QWUrDdftVoXNDpaIgyNu0xtPBrKBbPlBLW5tZODmVrvPfKXH/Lfk7ZYmLHkRPXjFd2t3L1nMFf52H+tQF7FY8vUGuNccuYqLjlzFUNDQ3R2dta7OWYWiv2bUU5A7QtV8G/OHPpakfu+UfNWmHnFLvCZaqs49aWqt+CqHgfv+0nVWlQHbd4XeT97Bm5Jn8K5jo86ZjFPPmlZ3pf2WR/bH35cpWJBy7ridLZEuNkLav3qx0EhL3Pq29E7mlvyp1zB+ZHlFCIaHE9zysqJJXH854+nMsTCIS45cxUbFk8E1sEAd1F7jMUd8VxwOxeedNIynnTSsoqe09MaZUfvaF4hpVL8bHNnSyR3QWE0lXFL+lTpve+MT8ypjUfCuYsNUy25lHtuS5RISPIurvgBqf934b8nbTG3JJF/QWJFdwvDiTS7jrgL+ks7Jz5zwYx+oxeKMsaY+UhVX17vNpj5yS7wmWqq+FumiLxeRO4RkVER2ejd904ReV71m1cbfgbQn+fofp8c1J66upurXrp5yoxcpao9p1ZE2LS0g7/v7AcoOvw4EhKyXlCbTGfZ2z+Wm+taLj/TGgnJtOfDz/4FM7X+1enxVJZIWHjccUv4pyduyj0e3GdLNMwNb34sr3j0horaONcWtMU4MpokFVjyppRluXnB0dz5GE2kq7ZOLbhM7XAizbg//DiXqZ1+/x3xyKTCaH6Q7ldq9t+T9niY0cRE9WN//sttO/oBV0HaF7z40SyFoowxR7/rb9/D7Tv7uWN3P4/+yG+4/naruGqMMc2som/TIvJm4N3AVeQPqNkLvGG2jRGRN4jILSKSEJGvznZ/5QqupeobHk9XvC7qTCzrbOH1FxzDE0+s3hJwm5Z25rKHxYYfBwtFHRwaJ6sTa7qWK+pl3aarrAsuqI1HQhy7pCN3X25Jn3SmaPXNYKDXGguzqCNeteCvWnraovSPpQKZ2tLt2+AN717aFc99roarHdTGo2SyyuBYiliFc2o3Lmln/eL8Iej+EHM/U+tncVtjEUa9QlGRkPCEE5YSEvjRHXvpjEfyClPZ8GNjTKO5/vY9vOu6u3J9957+Md513V0W2BpjTBOr9Nv0a4FXq+qncZXxfLcBJ1ehPXuBDwBXV2FfZQtWP/aNJCYXipoLoZDwjotPKKvicLk2LZsIHhcVqSoZCgkZr1DUoLcWbHeFFZ39TG05Qe3yrhbOWNOTF+D4zx9PZYsGg3lBbRnHqIeethjJdDZ3DqdaGuPU1d387E2PZfO6BROZ2mSGZKa6mVpw6xPHo2Faon4QOv35++cnH893XvPIvPv81xMsFAXQHgszmhvmHGJlTyvnH7eEZCbL0q78z1s0cE6sUJQxphF87IYH8orTgCta+LEbHqhTi4wxxsxWpd8y1wF3F7k/Bcx6wqOqXqeq1wO9s91XJfx5rYPjaV7x1b/xx4cPM5ycvKRPs9i0zM1LCIeE7tbJRa0ioYlM7YC3FmxXa2Wv1R9K2jpF5WPfR559Kp9/8dl5900EtZmiw1JjBcOPG9ECr2CYX/V3uuD0xBVdiAjt3udtaDxNKqNVnVML0DeSIB4JTcypLeP8hUMyqf3++zKSnFjSB/w5tS4gj3v7fv45a4H8ocduH5apNcY0lr2BZUQWxovfb4wxprlUGrVtBc7CLecT9FTgvqq0qAIicjlwOcCaNWsYGhoq63kjIyN5t9WbG3j3rl5+c/9BOmKCKkTIlL3Paihs10yt9EaR9rRGGBkZnvR4Jp0mlckyNDTEgSODAESyqZKvtVi7NOsFOiGZ9hyFvZ+hoYnVAlJJ9/toIkVEmLQPTU8sxJxOjDKUTVCoWudrpuLizsGuQ27B8HQywdDQ0PTtSrvXsq/PPY9M6XNfiXDWnbPe4STHLG4jgvtch3Xic1zJOUt779HAiPuilxwfZWgoTTSUZWQ8yfBogkjIvXfnrm5lWWeMlV3RvNfi7wMgmUhU9Bkzxpi5YOtjGmPMRG0B1QyP/shvmr76dKVB7ceBK0WkDTen9pEi8hLgnUDNq+ep6lW4+b1s3rxZK6mcFty2Q5VwSLj/oPtH7u59LhBc1N1e82ps1TheR0cHHfEISzpbiu6vtSWGqjtWin4AVizqprOz9BDowv20xNxw5faW6Iza3NHmznEqC7FoZNI+ujomvlws7unOrW87XbtqacUit77gUMq1ratj4vMyVbuWLfIyoGmXxexsb63K61iywLUnnVXa4jG62lzWtLtg/+Ueq7Pde4/UtXNBdxedrVF62lsYSw+SlRCtsYn37kdvfCyt0XBuPefgPgA6O9qmPLZVPjTG1IKtj2mMme+CtQWioYnaAkDTBraVrlP7FRGJAB8C2oCvM1Ek6k9TPVdEbgTOL/HwH1X1MZW0pZr8IaEPHXBZpK2HXNaoo0mHH4sIp6zqKtn+kAgZr/rx4LibD9pVZJjyVCIVzKktxh+VOp7KFJ1T69/XEg2VDGjrzV+v+JCXgS53eG1Pa/7zqrVGcfD9jkcDhaLKmFNbTOGSPrlCUdGIW6c2nc1re+HQY7ePQDVlm1NrjGkAtj6mMWa+m6q2QLP2hTNZp/Z/gP8RkcW4OblhXEXkzzLFvFpVvWCGbayJdm8t1aDCJX2ayZX/cFbJRd0joYmgdmAshQgVzx8Oh2cb1LoAJ5HO0lqkyrQ/f7NR59OCW9IH4KAXnJY7N9a/gJB73lwEtRXOqS3GD0hHCwtFxcOMJNOMpzLEI1PvO1g8y5b0McY0Clsf0xgznxXWFjgwNvn+ZlPWt2kR6RGRb4rIIRHZKyJvxBVzei3wMPAI4BWzbYyIRESkBW8apoi0eJnhOedXpA3GgbVY0meuLO6IF12jFlxRIL9Q1OBYio54pOJsqB+slLMGavE2uP+7TG3pQlGNWvkYyBXh8gtFRcsMTqPhEB3xSPWD2pb8oHZindqZncNobkmfDOGQ5Ip7tcUiqLoLItNlma1QlDHGGGNMYylVQ6CZawuU+236Q8DjgK8BfcAngR8CFwBPVdXNqnptFdrzbmAM+Bfgxd7v767CfqflV6Q9e+2C3H21WNKnHkKh4PDjVNEKydPxl2eZacDkZ2rHU9kp16lt5KC2JRqmNRoODD8uPzjtbo1OVE0OV+c15mdqw7MefhwOLOkTzEL71cL7R1PEp7moYUv6GGOMMcY0lrdfdPyk79jNXlug3G+ZTwNerqpvA56JKxK1RVWfoKq/q1ZjVPUKVZWCnyuqtf+p+Jnax25aklvfszNeebDXDILDjwfH0nS1zCSo9Zf0meHQVn9Jn3TxObXNMPwYYPWCVnb0jgJTr1NbqKctmguGq5WpjUdCuWxoVTK1uSV90nlZVj+o7RtNTj/8uMjaxMYYY4wxpn4uOXMVH770VFb1tCLAqp5WPnzpqU07nxbKn1O7ErgXQFW3isg48D9z1qo6aPOGGh+ztJ1jlnRwz95B2uONHVDNVEiErIKqMjiWqniNWpiYUztdUDNVGwBUi2c4Y4FCUY3srU86jtd98zagsuC0py3K/ftdYbJqFYoSETriEY6Mpqo0p9YbfpzIEAu8z/4FoIGx1LTziPMKRVVpPV5jjDHGGDM7R1ttgXK/ZYaAVOB2BhitfnPqp8MLYDcsbmfT0g5331E6/NjPKGayyuB4qj6Z2vDUBYRyw49nuP9aufiU5Vxw/BKgsqCtpzWWy5ZXK1MLE5/ZeDTMukVtRMPC6gUzmx/hv8ejyXRe4O2/J6qUMfx44nErFGWMMcYYY+ZCuVGbAN8QkYR3uwVXATkvsFXVZ1azcbXU5mWf1i9q5wknLmPfwPiMs5CNzi8KlfEytfWZUzv1XMtmmFMLLjv6kUtP47u37mLdwtLr/BYKLqFU1aA2HgXGiEdCnLiii/vef3HeEOBKRHNL+mTyio4FC6hNXyjKlvQxxhhjjDFzq9yg9msFt79R7YbU2/nHLSGTUdrjEZ55+kqeefrKejdpzoTzMrXpiteohYlgZabDg8MSHJZauvpxvMGDWoDl3S284QmbKnqOv8YtlL8UUDn8pZn8YHOmAa17rntf0lnNC7zbAtlzW9LHGGOMMcbUW1lBraq+fK4bUm8Xnbyci05eXu9m1IQfaCTTWYYTMysUFc4t6TP7TO1UhaIaPVM7Uz2BCwnVmlMLgeHHVRhlEMyslg5qy1/Sp5JCWsYYY4wxxpTLxgPOQ36RpiOjbpr0TApF+QHKzIsQlTmn9mgNatvmZvixX8Rpurmu5ShV5Kk9uHTQNMfJz9Rad2OMMcYYY6rPvmXOQ36wcmQ0CTCrObUzDWrzhh8Xm1Mbbo5CUTPV3ToxR7W6c2rzhx/PRjAgLbZOrTvO1O9PMBi24cfGGGOMMWYuWFA7D/mZ2n4vqJ1R9eNw9YYfT5WpbaliwNdIgpnaahYk66zi8ONgZjV/+LEVijLGGGOMMY3DvmXOQ34Grm/EH348izm1M8ykTjentiUS5pEbF3HG2p4Z7b/RzdXw46pmasPFM7XhkOT2P13bbUkfY4wxxhgz147OhVjNlPwlfY6MeJnaWc2pnWH147wlfSYHO6GQcO3l581o380gOOS7mtWPO6o4p7ZUoShwQ5AT6ez01Y/DU7/PxhhjjDHGzJZlauchfz5r36zm1M6yUFQgYIoepUOMp9ITmFNbbEmjmfKrH8fC1Rh+XDqb7g9BLnf4cTgkiFhQa4wxxhhjqs8ytfOQH2jMZk5t2C/kNMOgNji9MjoPM3gt0VAu+1nNYO+YJR3EIyGWdcdnva+8QlEFwWt73L3v01c/Dk3alzHGGGOMMdU0/1JkJlcoqm8kSTgkedVsy9XdGiUckhlleSE/Uzsfl3oREXpao8Sr/NrPXreAe99/MUs7W2a9LxHJBaOFQW1rrLyCVC5DW3ze9HwjIgtF5PsiMiIiO0TkH6bY9goRSYnIcOBnYy3ba4wx1Wb9oDFmrlimdh6K5ObUpuhujc4oU/iUU5ZzwvLHsqhjZhnB6aofzwc9bVEyWa36fsNVzIpGwkI6q5Pm/bZ7F0LKKUgVDYXm7Xtc4LNAElgGnAH8RETuUNV7Smz/LVV9ca0aZ4wxNWD9oDFmTlj6ZB7yC0UdHBrPq8JbiWg4xHHLOmfchrzqx/N0qZee1lhVqhTPJT+jPrlQVPlVliNhycvMz0ci0g48G3iPqg6r6k3AD4GX1LdlxhhTG9YPGmPmUsNkakUkDnwOuBBYCGwB3qWqP6trw45CfqGo3UfGeNSxi+vShkjekj7zM4vX3Rbl4FBjB3t+hrUwU+sPWS9nOaJISGxOLRwHpFX1wcB9dwDnT/GcZ4hIH7APuFJVP19sIxG5HLgcYM2aNQwNDZXVoJGRkbK2m0v1boMd3z4D8/34NTZn/SA0b18434/fCG2w4x8dx2+YoBbXll24zm0n8FTg2yJyqqpur2fDjjZhL1BJZ5VVPa31aUPe8OPGDuzmyovPW8e+/rF6N2NKfoa1cE5srlDUNHNq/efa8GM6gMGC+waAUsMdvg1cBRwAHgF8T0T6VfXawg1V9SpvWzZv3qydneWPoKhk27lS7zbY8e0zMN+PX0Nz1g9Cc/eF8/34jdAGO37zH79hoglVHVHVK1R1u6pmVfXHwDbg7Hq37WgTDsyhXb2gTkGtWKb2/OOW8IJz19a7GVPy35uSw4/LWA83EpajvlCUiNwoIlri5yZgGOgqeFoXUDSVoKr3qupeVc2o6p+ATwPPmdtXYYwxM2f9oDGmnhopU5tHRJbhhqqUKh7QtENNSqlVu5KJiezg4laZ9rzNVbsEUCCdTJb93gXN9/dxJiptm59Qz6bz36OwZgBIJ8YYGpq62FVYIIRO+R438jkrh6peMNXj3lyyiIhsUtWHvLtPZ4r+rfAQuD8ZY4xpSNYPGmPqqSGDWhGJAt8Evqaq95farpmHmpRSi3Z1tCdzvx+7YkFZx5yLdoVDrrJuR3vrjPc/n9/Hmaqkbf7w4q6C92hBZxsAC7u76OycugJ2NBImFo1Me9xGPmezpaojInId8H4ReRWu6uezgEcV215EngX8HugHzgHeCPxrTRprjDFzwPpBY8xcqtmYwDKGpfjbhYCv40q+v6FW7ZtPgkV7Vi9oq1s7/Hm1R/vQ1GYWKTH8+My1PZyzfkFZ1bOtUFTO64FW4CBwLfA6fxkLEXmsiAwHtn0B8DBuWN41wH+q6tdq3F5jjKk26weNMXOiZpna6YalAIhbMPXLuPXLnqqqqblu13zkL+kTC4dYMsN1ZqshEhISWFDbyMIlCkWdt3ER33lt0Yvrk1ihKEdV+4BLSjz2B1wRFf/2C2vULGOMqRnrB40xc6XRhh9/HjgRuFBVG7ssbBPzizSt7GnJBbj14B/bAp7GVapQVCUiYZm3axEbY4wxxpi51zDfNEVkHfAa3ByL/SIy7P28qL4tO/r4w37rOfQYJoZBW8DTuCKBrP7M92GZWmOMMcYYM3caJlOrqjuwqnY14Qe19VqjdqIdLlCygKdx+WsIR2eRqX31YzfO22WbjDHGGGPM3GuYoNbUTiSXqa13UOv+bwFP4/Lfm/gsMrVPO21FtZpjjDHGGGPMJDbucx7qao0iApuWdUy/8RyKlChCZBpH7j2aRabWGGOMMcaYuWSZ2nloWVcLv37r+WxY3F7XdvhTaSM2p7Zh5QpF2YUHY4wxxhjToCyonac2LqlvlhaCmVobftyo/PdoNtWPjTHGGGOMmUv2TdXUTTi3pI99DBtV2LvgYEPEjTHGGGNMo7JvqqZu/PVyI3VcK9dMLeq9N3HL1BpjjDHGmAZl31RN3fiZWssCNi4/i27Dj40xxhhjTKOyb6qmbiK5oa2WqW1UURt+bIwxxhhjGpx9UzV1ExKbU9vorFCUMcYYY4xpdPZN1dRNJGSZ2kZn2XRjjDHGGNPoLKg1dZOrfmzr1DYsf9ixrVNrjDHGGGMalX1TNXUTtkxtw1vZ3cKqnlZE7D0yxhhjjDGNKVLvBpj5KxwSwiGxgKmBveSR63nBuWvr3QxjjDHGGGNKsqDW1E04JJalbXDuwkO43s0wxhhjjDGmJBt+bOomEhKiNp/WGGOMMcYYMwsNFVGIyDdEZJ+IDIrIgyLyqnq3ycydcEhy1XWNMcYYY4wxZiYaKqgFPgysV9Uu4JnAB0Tk7Dq3ycwRF9Q22kfQGGOMMcYY00waKqJQ1XtUNeHf9H6OqWOTzBwKh0JEQ5apNcYYY4wxxsxcwxWKEpHPAZcBrcDtwE+n2PZy4HKANWvWMDQ0VNYxRkZGZt3OuTDf2rW4LcTyrljZ71uh+Xa+qqFR29ao7TLGGGOMMY2v4YJaVX29iPwT8EjgAiAxxbZXAVcBbN68WTs7O8s+TiXb1tJ8ate7n3EamawSi8x8wMB8Ol/V0qhta9R2GWOMMcaYxlaz4ccicqOIaImfm4LbqmpGVW8CVgOvq1UbTW2FQzKrgNYYY4wxxhhjapapVdULZvC0CDan1hhjjDHGGGNMCQ2TJhORpSLyAhHpEJGwiFwEvBD4db3bZowxxhhjjDGmMTXSnFrFDTX+Ai7Y3gG8WVV/WNdWGWOMMcYYY4xpWA0T1KrqIeD8erfDGGOMMcYYY0zzaJjhx8YYY4wxxhhjTKUsqDXGGGOMMcYY07QsqDXGGGOMMcYY07QsqDXGGGOMMcYY07QsqDXGGGOMMcYY07QsqDXGGGOMMcYY07QsqDXGGGOMMcYY07QsqDXGGGOMMcYY07QsqDXGGGOMMcYY07QsqDXGmBoQkTeIyC0ikhCRr5ax/VtEZL+IDIrI1SISr0EzjTFmzlg/aIyZKxbUGmNMbewFPgBcPd2GInIR8C/AE4F1wEbgfXPaOmOMmXvWDxpj5oQFtcYYUwOqep2qXg/0lrH5y4Avq+o9qnoE+A/gsjlsnjHGzDnrB40xcyVS7wYYY4yZ5GTgB4HbdwDLRGSRquZ9GRSRy4HLAdasWcPQ0FBZBxgZGalSU2eu3m2w49tnYL4fv8GV3Q9C8/aF8/34jdAGO/7RcXwLao0xpvF0AAOB2/7vnRRkOFT1KuAqgM2bN2tnZ2fZB6lk27lS7zbY8e0zMN+P38DK7gehufvC+X78RmiDHb/5j2/Dj40xZpZE5EYR0RI/N81gl8NAV+C2/3t5qQdjjKkx6weNMfXUsEGtiGwSkXER+Ua922KMMVNR1QtUVUr8PGYGu7wHOD1w+3TgQLEhd8YY0wisHzTG1FPDBrXAZ4G/1bsRxhhTDSISEZEWIAyERaRFREpNAbkGeKWInCQiPcC7ga/WpqXGGDM3rB80xsyVhgxqReQFQD/w6zo3xRhjquXdwBhuiYoXe7+/G0BE1orIsIisBVDVnwMfBX4L7AR2AP9ej0YbY0wVWT9ojJkTDVcoSkS6gPcDTwBeNc22TVnprhRrV2WsXZVr1LY1aruqSVWvAK4o8dhOXFGU4H2fAD4x5w0zxpgasX7QGDNXGi6oxa1D9mVV3S0iU27YzJXuSrF2VcbaVblGbVujtssYY4wxxjS2mg4/nq4ynoicAVwIfLKW7TLGGGOMMcYY05xqmqlV1QumelxE3gysB3Z6WdoOXCGBk1T1rLlunzHGGGOMMcaY5tJow4+vAv4vcPttuCD3dXVpjTHGGGOMMcaYhtZQQa2qjgKj/m0RGQbGVfVQ/VpljDHGGGOMMaZRNVRQW8irkmeMMcYYY4wxxhTVkOvUGmOMMcYYY4wx5bCg1hhjjDHGGGNM07Kg1hhjjDHGGGNM07Kg1hhjjDHGGGNM07Kg1hhjjDHGGGNM07Kg1hhjjDHGGGNM0xJVrXcbqkJEDgE7ytx8MXB4DpszU9auyli7KteobZuuXetUdUmtGtOsmrAfrHcb7Pj2GWim41s/WKYm6wvn+/EboQ12/OY6ftG+8KgJaishIreo6uZ6t6OQtasy1q7KNWrbGrVdR7NGOOf1boMd3z4D8/34pv7vwXw/fiO0wY5/dBzfhh8bY4wxxhhjjGlaFtQaY4wxxhhjjGla8zWovareDSjB2lUZa1flGrVtjdquo1kjnPN6t8GOX3/1bsN8P76p/3sw348P9W+DHf8oOP68nFNrjDHGGGOMMeboMF8ztcYYY4wxxhhjjgIW1BpjjDHGGGOMaVoW1JopiYjUuw3GmOoRkYUi8n0RGRGRHSLyDzU+flxEvuwde0hE/i4iT6llGwJt2SQi4yLyjToc+wUicp/3PmwRkcfW8NjrReSnInJERPaLyJUiEpnD471BRG4RkYSIfLXgsSeKyP0iMioivxWRdbU6voicJyK/FJE+ETkkIt8RkRXVPv5UbSjY5r0ioiJy4Vy0weSrZ19o/WDe8a0vZH70hXPdD86LoFZEniwi7/N+1te7PcWIyPK5/EOahXDwRqMEuV5HtKje7SiHiMyLv7PZCn62GuVzdpT6LJAElgEvAj4vIifX8PgRYBdwPtANvBv4dp365s8Cf6v1QUXkScB/Ai8HOoHHAVtr2ITPAQeBFcAZuPfi9XN4vL3AB4Crg3eKyGLgOuA9wELgFuBbtTo+sABXoGQ9sA4YAr4yB8efqg0AiMgxwHOBfXN0fDNZPfvCed8PgvWFvnnUF85pP3jUf9kWkYuBzwD9wFLgjyJycSMFGiLydODbuA9VwxCRi4D/E5GPiMg/AmgDVBYTkacB3wRa692WUkRkrYgsEpE2Vc3Wuz1BInKaiCyvdzuKWC4iMRFpUVVtpL/Ro4WItAPPBt6jqsOqehPwQ+AltWqDqo6o6hWqul1Vs6r6Y2AbcHat2gAuO4D7d+HXtTyu533A+1X1Zu8c7FHVPTU8/gbg26o6rqr7gZ8Dc/ZlXlWvU9Xrgd6Chy4F7lHV76jqOHAFcLqInFCL46vqz7xjD6rqKHAl8OhqHnu6NgR8FngnLsgyc6zefaH1gznWFzrzoi+c635wPnxpvAj4lKp+UlVfB3wE+A/gifVtluMFju8CPqiqh+rdHp+IPAH4AvBT4G7gPSLy2cDjdcmkeefr34H3quruIo/XPcPnBd2/AP4b+LOInFnnJuV4F3m+T+ACSoOcs6cCP8FdKfyBiKxS1WwjtO0ocxyQVtUHA/fdwRz+Iz4dEVmGa9c9NTxmF/B+4K21Ombg2GFgM7BERB4Wkd3ekLdaXqT7FPACEWkTkVXAU3Bf5mrtZNznD3Bf9IEt1O/z+Dhq+Dn0ichzgYSq/rTWx57HGqovnG/9oHd86wsnzPu+sBr94HwIajPASv+Gqn4G+DrwVRFZU69GiXMS8DPgw6p6g4isEZFXichLveCtno4BPqOqV6vqN4DTgaeKyJVQn4ytiKwGfgx8SVV/LSIrReRtIvLPIvLSerWroI3H4zrJ1+Ku+H4fuMYL2uoaQHojAv4NeLWq3iciUf+herZNRE4FPg+8HfcP7P3AbSJyqmVsq64DGCy4bwA37KvmvM/gN4Gvqer9NTz0fwBfLnZhrAaWAVHgOcBjcUPezsQNP6yV3+O+LA0Cu3FD3a6v4fF9HbjPX1BdPo8ichrwXlw/VMvjdgIfAt5Uy+OaxukL52k/CNYXBs3rvrBa/eB8+LL4LeB1IvJ8/w5V/W9cBvLZ9WqUOvd67bvCC3C/ibtqdSHwLyJyaa3bJSJ+Bq8VeGGgvQeA84BLReRVdWjXY4DDwMeA53lB/3XAamAJ8C4ReV2t21VEAviTqt7oDaW5AvgS8PFAkFbT4NG7gNIJfAfYoqq/EZG1wH+KyCeA94vIgjpeEIgCv1LVX6vqVlV9E+6c/UpEVljGtqqGga6C+7pw82dqyrtY8XXcMKM31PC4Z+D62E/W6pgFxrz/f0ZV96nqYeATwFNrcXDvvP8c13+2A4txIzf+sxbHL9AQn0cRORZ3gflNqvqHWh4bN8zw66q6vcbHne8a5bM3X/tBsL4wqFE+j/XqC6+gCv3gUR/UqurfgDcC7wgGtrg5BLF6tElEHi0ibxSRF6rqC3FDDu4GrlXV1wL/BNyKm6xdy3Y9DfiIiMRx85B3iMin/UyZF9i+D3d1rZbtuhB3Ne1zqvqvwAO4jO3XVPXNqvovuKHSa2vZrhIywPki8mL/DlX9NK7T/LKIxGsdPHoXUIaAi4Fni8gHgS/jLhLsxr2f/yH1K1Q2ADzN+/wBoKr/hgvCPycisXpn4I8iDwIREdkUuO90aj/MSHCfwWXAs1U1VcPDX4ArhrFTRPYDb8P9XdxWi4Or6hHc313wM13Lz/dCXF95paomVLUXVxCkJl8kC9yD+/wBuXmOx1DbIZjrgF8B/6GqX6/VcQOeCLxRXOXV/cAaXMGgd9ahLfNJ3fvC+dwPgvWFBeZ7X1iVfvCoD2o938Zl+D4rIv8pIh/AfWh/XOuGeF/cPwdsxHUgV6nqK4FnqernAVR1AEjjKuLVZFioiDwZV5Hs294ft+Ku4LXjJm77lgKbajUk1GvXR72fdi/A+UfgGf758vQAbfXI6InIMd5Q6KWqugs3P+XdInJJYLMPAw/hKh7Wsm0rRaRDRBaq6u+Ap+PmcN+oqh9S1U/gCkTEVTVdw3Y9QlwJ+bCqbsENdXmjiFwQ2OwqoE9VrXBKlXjzdK7DZefbReTRwLNwmYJa+jxwIu7veGy6javsKtyXhTO8ny/g5nPXcsrHV4B/EpGl3uiYt1Cjf4+8bMg23AimiIj0AC8D7pyrY3rHacFV0w+LSIt3Ee37wCki8mzv8fcCd1Z7CGap44ubQ/cb3JfaL1TzmOW2Afdl7hQmPo97gdeQ/++uqbIG6Qvnez8I1hfOq75wzvtBVZ03P7ix+v8GfBA4uQ7HPwc3X/AM7/Z5uIJCPQXbvQiXvT2uRu16FK4S2ZO828twk8Qv8X4+i8skfxQ3cf2kGrXrQuBh4Bzv9p3AfxXZ7sXA7cAJdXhPn4a74vt1r60X4gLXy7zbl3nbvcx7TxfWsG0XA38C/g/4AbDBu38lIIHtXo0bBt8SvH8O23URLsA/M3DfGlyw/SvcBR6AVwB/BLpq/b4ezT+4q9PXAyPATuAfanz8dbir8eO4IVf+z4vqdD6uAL5R42NGcRc3+4H9uKJyLTU8/hnAjcAR3IiNbwPL5vgca8HPFd5jF3r/Lo55bVpfq+Pjig5qwedwuNbnoGC77cCFtfw8ztefevaF1g/mjmt94TzqC+e6HxTvyaYGROR04FEayDCKyJ+Bd6nqjeKKBTwBF0Q+U92c21q063hcMPE+3B/SNbghIXFcsPEk7wfgdlV9oEbtugBIquqfvNtPB14JvEFV93jn64nAp4FLVbXWQyg34uYevMZ7//4RN3T8var6bRF5Fm6EwC24YSXPV9W7a9S2i3FzU14DjOLO24Oq+ikREfX+8EXklbg12V5ai/MnbnH5DwL/rKq/Fbfk0ai4KoghXCD7ftzn8ZG4v4OanDNjjDHGGNOc6jWHbl5S1TtEZCu4anfq5k8M4q6IgMuO9gPnaw3X6VLVB8RV570eF3C8S1WvFlfu/WvAk1X12lq1J9CuG8ENv/aCsPtxa4o9AjdsKA38BXhCLc9XwBjwNy+gFVX9rIgMAh8UkUOq+gMR+QuQxWVAD9SiUSLShsv2f1C9if5ekHs6uDm2IhLDXaF8FfCyuQ5ovWHhUVzAutcLaNcCHxCRDO6K+T+r6hdF5Oe4CyrDqrp3LttljDHGGGOa33yZU9sw1BXsgYnJ8AngkIg8Gzfvcl89AjRVvQt4BvABVb3au28Q6KPOFz/8rKKqPowrqvB2EVmmzpE6BbTghg1tFpG3BNr4dVyRrSu9eaz7VfVgrQJarw2juKEkvwzMfb6d/NLwoqp/BZ5Wi0yo914lgecBK0XkauBar13X4i5YXC0iPaq6Q1UftIDWGGOMMcaUw4LaOtGJojxHgI/j5hO+XFV31rFN96pbxxcAL9A+CzevsVH8BJeh3VCPg4vIuX61RHWV+y4HXi0irwhs9lng79S2il9h27Z6wXTWe9jPhvpDjj/jFWnqq1W7vGz2NtxSWucBP1LVT6rqL3BD3vcwUeLfGGOMMcaYslhQWyfiATYBjwFeUOs5oaV4TXsFrhryi1V1a73b5PPacjtwsNbH9obw3gz8r7i1vFDV3+Oyou8Ukbd783xfjBvqW7MMd6Bt14rIMYH7/WrQGWCLN8/3dcCnVTVTw3b9L67SIl5g+0jgvwKbnoVbIy4+120yxhhjjDFHFysUVWci8v+AhxqpGI4XCJ2PGwpdk6JQ5QgWOKrDsVtxJfCvxxXzOg2XWX/Ye/zRuJL49wAnAy+sYVGowradCrzCb1ugfb/BzUF+XY2KQhVr1ytV9aGC7V6PKxA153N7jTHGGGPM0ceCWmPKJCIrcOumJkTkGtwQ6Feq6oPe4zFcdrZdVQ/VuW3rgVcF2nYsrlLzJbUMHMto12rcWn3/pqpztjacMcYYY4w5ellQa0wFCpbD8QPbi4GX4tZW+2QDtW098BTgJUAr8EWviFSjtOsfgHbg86qaqHW7jDHGGGPM0cGCWmMqJCIhvwCTiHwGeC6uivWzVPXv1rbmaZcx9SYiXwUWq+rT690WY4ypF+sLzWxZoShjKqSq2cBSOTfjhhw/pRGCs0ZtW6O2yxhjjDHGND8Lao2ZAS9I68Gt7fsEVb23zk3KadS2NWq7jGlUIvJWEblTREZEZI+IfMn7Gwpu8woR2SkioyLyIxF5vYho4PE1IvIDEenztrlfRF5Q8xdjjDEzZH2hKUfNlhwx5mijqv0i8lJVTda7LYUatW2N2i5jGlQWeDOwFVgHfMb7eQmAiDwS+BJunfPv46rWf6hgH58DWoDHA4PA8TVotzHGVJP1hWZaNqfWGGOMqZNK5pF56z7/AGj1Rj5cCyxQ1YsD21wFvFpVxbt9J/A9VX3fnLwAY4ypAusLzWzZ8GNjjDGmAYnIE0TklyKyW0SGgOuAGLDc2+QE4K8FT/tLwe1PA+8WkT+LyAdE5Oy5bbUxxlSX9YWmHBbUGmOMMQ1GRNYBPwHuw1ULPxt4hfdwrNz9qOqXcUuPfQU4DviTiFxR1cYaY8wcsb7QlMuCWmOMMabxbMZ9YXuLqv5ZVR8EVhZscz9wTsF95xbuSFV3q+pVqvo84L3A5XPRYGOMmQPWF5qyWKEoY4wxpr66ROSMgvsewl14frOIXAechyuUEvTfwE0i8nbgeuBxwP8LbiAinwZ+BjwIdAEXA1Z53BjTiKwvNDNmmVpjjDGmvh4L3F7w817gTcBbcV+8XgW8LfgkVf0z8GrgjcCdwCXAfwLjgc1CuCqh9wK/BA4AL5uzV2KMMTNnfaGZMat+bIwxxhwlROSTwIWqemq922KMMfVifeH8Y8OPjTHGmCblDbf7JTAMXAi8FvjXujbKGGNqzPpCY5laY4wxpkmJyLeAC4BuYBvwReDTav+4G2PmEesLjQW1xhhjjDHGGGOalhWKMsYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoNcYYY4wxxhjTtCyoPcqJyHNERAO3LxOR4Tq15cci8tV6HLvWRGS9iKiIbJ5im83eNuurfOyvisiPq7lPY452InKFiNw9zTZXisiNc3BsFZHnzPC5F3jPXzybbYwxptbK6XePRvX8Ln40s6C2DrygQ72flIhsFZGPi0h7DQ7/LWBjuRuLyHYRedsctsc/zqUikhGRtSUe/4uI/G+VjnVB4PyriPSKyG9E5NHV2L9nF7AC+HsV92nMvFTQZ6ZFZKeIfF5EFlTxMB8Hzq/i/hrJn3D9UW85G88myDbG1J+ILBORT4rIQyIyLiIHReRPIvJPItJR7/YF1KzfFZEe77v2VhFJeufk/0TkhNlsWyvWL0/Pgtr6+RXuS8ZG4N3A63F/3JOISEREpBoHVdUxVT1YjX1V2Y+Aw8DLCx8QkVOAc4EvVfmYJ+PegwuAQ8BPRGRpNXasqhlV3a+q6WrszxiT6zPXA68CngF8rlo7V9VhVS0r6Gs2qpr0+iOdfuvaEpFovdtgzNHEG/11G3Ax8B7gLOARwIeAJwLPrFvjCtSq3/UugP4ZeBrwJuBY3HloB/4mIufMZFvTWCyorZ+E9yVjl6r+L/BN4BKYGI7hDU/YAiSAdhHpFpGrvCtGQyLyu8LhrSLyUhHZISKj3hDUZQWPTxryICJP9TKhY17W8kci0uINs1sHfMzPkgSe8yjv+KMissfLmnQFHm/zsivDInJARP51qpOhqingGuCyIgH8K4GtwG+9fT9ORG729j0gIn/1At9KHfTeg7uADwDduI7ffw0nichPvHN9UESuFZHlgcdPFZFfi8ig15Y7ROTx3mOThh+LyMUicr931fQPwHHBxpR4b/KGDYrIIq8du7336x4RmXQhoGAf1TpfxtST32fuVtVf4EadPDm4gYi8XETu9f7GHhSRt4hIKPD4a7z7x0XksIjcICIR77G8YXAiEvau1B/xfj4FhAuOd6OIXFlwX97wf+/v/g/ePvq8Y5441QsVkfd6/XhCRPaLyDVlnJ/TvX58VERuEZGzAvsr7Ee6ReTrXr82Li4b8Wbvse3e077jPWd7YD+vEZGHxWUuHhaRVxe0+zjv34VxEXlA3L8twyJymfe43y++UNzomDHgNeX0a965/ryI/Jd3Hg+JyJtEJC4inxWRfnEZ/JeUca6MOZp9HsgCm1X1/1T1XlXdpqo/VtVLgGv9DUXkrSJyp4iMiPsu9yUR6Qk8Xs73kpL9ifd4Jf3uOSLyC2+7QRG5SUQeWXB8FZHLReQ7Xru3isiLpzknHwTWAk9U1R+p6k5VvRl4FvAQ8BWR3HfPSradxD9nIvKMwOv+rYhMOUpyqv51qn7ZTLCgtnGMAcEr1huAfwCeC5yOC2x/AqwCng6cCfwe+I2IrAAQkUcAXwWuAs7AZT/fP9VBReRi4IfAL4GzgccDv8N9Ni4Fdnv7WOH9ICKnAr/wnne6t90ZwNWBXX8ceBLwbNyVwTOBx01zDr6My8I8IdC+GPBi4GpVVa8j/AFwk3fsRwCfAjLT7LskEWkDLvNuprz7VuDO7924LPGFQAfwA5n4kvy/wD7v8TOAK4DxEsdYA1yPO89nAJ8BPjqD5rbgrsA+HZdp/jTwRRF5YonjVv18GVNv3peDi/H+Xr37Xo3LRLwXOBH4Z+CduFEwiLvA9FngfcDxuH7p51Mc5p+BVwOvAR6JC2hfNIPmtuP+5s7FjQoZAH7k9W3FXtuzgbd57d6E+1v/axnH+TDwL7isTC/wzSm+eH0AONXb9/HAK4A93mN+FuLVuD7/HK9d/w+40nstp+D6ns+JyDO8x0PA94E0cB6uT/13IF6irZ8DTsL1i+X2ay8ChnD92Ee8tlzP/2fvzsObqLoHjn9PF0pZC4ooBWRTQGRHXxAREAURFUSUTRHfn7ii4oKCooLKoogi4oI7KOKKVVleXAABd5BdFlE2yyKKhRZK6XJ/f0xS0jRJk3TSJO35PE8emslk5kyaDnPm3nsubAXaATOB15z/JypV1ojISUAP4AVjzBFP67j12MgDRmD93Q3COk89H+BuvZ5PgjjvVgbeBjo5YlkDLHAcl6tHsK5tWmLd4HxDvA9fiwEGALONMXtcXzPG5AFTsI6/RSDr+jgGsM57j2L1PnT+/zHX2zm5qPMrXs7Lyo0xRh8l/MBKPOe5PD8Xq+vt+47nY7Eu1mq6rHMhkAEkum1rDXC/4+d3gS/dXn8NxznM8XwokOHy/FvgPR+x7gDuc1s2C3jdbVkrwACnYCV/WcBgl9crAWnAW0V8NiuAd12eX411kVTL8by6Yz+di/H5d3FsI8PxyHM8/xmId6zzGPC12/uqOdY71/H8MHC9l33Uc6zbzvF8AtaFl7isM8axTj1Pvxu3WE/2cTzvAa95+n7Z8XnpQx/hfji+0zmOv9dMx3faAHe7rLMLuM7tfSOAXx0/98VKKCt72cdYYIPL8z3AQy7PYxx/w0tdli0FpnuIdZ6PY6mIdVPpfJdlBujn+PkeYIvzXOTHZ+M8R/RwWdbRsay22zonO55/hnWj0Ns28+NxWfat+3scx7rC8XMPx+8o2eX18xzbGup47jwv3uvHcbmf15YC37s8F6xhI5+5LIsHjrvHrg99lJUH1g0fA1zptvxPTlzzvOzj/ZdgXb/FOJ4PpYjrEl/nk0DPux5eF6zGg2tdlhlgosvzOOCo6zpu26iJ2/8Xbq+3drx+TSDr+oh5qGOdji7LTsc671/k6XMt6vzqctx6bvPx0Jba8LnE0T3hGFbf/WXAHS6v/2mM2e/yvC1QATjgeF+Go0vI2UBDxzpNHdty5f7cXWvg6wBjbwtc6xbHt47XGjoe5Vz3bYzJANb7se3XgCtdur/8F/ifcdwxM8YcxPpDXyRW1+B7vN2d80NXrFaNgcB2rATV2fLTFrjA7Rh3uxwjwDNYrQKLReQh8V1AoCnwg3GcmRyK+t0UIlaXyIcc3YX+ccTVF6urTCE2f15KhdMyrJtnzpaEBcA0ABGpAdTBat1z/ZudxIm/1y+BncB2EZktIteLSGVPOxKRqlh3w13PYXnAj4EGLSINReRdEfldRA4D+7ESZG9/hx9itVxuF5HXReRqEfHU2uluncvPzhYGbzUCXgL6izVk4mkR8adQS1NOnOedVmC1tgI0AfYYY1JdXv8Z66ahu5WuTwI4r+Ufo+Nc+hcu/684zt//4v24lSqrOmGdP3/COr8AICIXisiXYnX9TwfmYl2/nepxK575Op/4fd51xHOKiMxwdNs9hNUz4xR8nwtysG5wFffv/nig64o1VML5f85Cl9fzcOlhY4zZiXVePgvPijq/Kj9oUhs+zgu0xkB5Y0xfU7CAk3u3kRisi6FWbo8mWIUASlIMVvLpGkdLrK5ya4q57Q+xWqkHObrsdsetQJQx5gasu5HLsAbvbxGRHkHsa7sxZqsx5n2srjFzXS4eY7C6e7dye5wBzHPEMZYT3efOA9aJyH+DiMMpD+uupCv3Iir3YXWLnIzVjaeVY/8euzI64rTr81IqnI4aY7YZY9YbY+7EusnnPPc5/y+7hYJ/r2djdRXDGJOOdRPrGqxW3dHAZhGpVYyY/PmbnQfUwOrG/B+sG4k5ePmbNcbsxvp/4Was3iBTgFVSdHX8bJefnTfPPP4fb4xZiNVy8DRwMlaRvDeL2L43puhVCnH//83f81q223PjZZle26iyahvW30CBm+zGGlO7DatFEwAROR3rOmcTVq+4tlgNCXDib6/Ic5yv80kQ592ZWF1r78a6rmqF1crsz7nA29/9AaybXd4SROfyrQGuC3ApJ/6/udFDTMVlxzbKDD3xh4/zAm2nS+ugL79gdYvIc7zP9eFMhjdhjWVy5f7c3WqsiwhvjuNWHMURSzMPcWwzxmQCv2OdcPL37bggK7I4kbHGgMzBKg41FOsEU2jOVWPMWmPMk8aYLljd0q4vattFeBvrRH274/kvWBfDOz0cY7pLHL8ZY6YZY3phjQl2P6k5bQL+4zaewv13cwCoIC4Ft7BOlK7OBz43xrxtjFmD9VmfSRFC8HkpFW7jgAdEpJajV8seoKGn85LzDcaYHGPMYmPMaKwxURWxxoEVYIw5hNXlzfUcJlitxK4O4Kg14KKly3tOwrq4nGCM+coYswlrzFicrwMzxhwzxsw3xtyNdYHXDKtLsW2MMX87ziNDsc6317vc1Mum8Hl/k4cYzgd+dfy8GajldrHaDv+uM4I6rymlCjJWJeEvgOFS9NQ97bCSxbuNMd8bY7YC7smmP9clPs8n/p53Hc4Hnnec/zZitdQWa4y8o5fNe1iNJQWOzzGG9l5gpbEKavm9rmPbrteIrr1UYnD5/8LRQ64W1nnUk6LOr+D5vKxcaFIbPb7C6prwqYj0FJH6ItJBRMaJSCfHOtOAi0RktIicIVbhlCuL2O544GoReUKsar/NxKoYWsHx+g6gk4gki6PSHfAkcK6IvCwirUWkkYhcJiIzIL+r8evAkyJysYg0wyoi5e8f4+tYd/buBmYal2lxHMc9Sazqy6eLVW24BY4/fEecm8UadO83x4lsKjDKkYC/gFUN+X0R+Y+INBCRi8SqPl1ZRBLFqrjZRayKnv+h8AnI1ctY48mmikhjseYau8VtnR+xWjAmOj7Tq3AUuXGxFegmIueL1d15OlZRMY+K+ryUilbGmKVY3+MxjkWPAvc7zl+NReRssarBjwZwnKPucpyzTscqilIZ7xcZzzm2109EGmOdH9wvrhYDPUXkCsc+n8HqBu30L1a9hGGOv+nOWOcCr1N9iVU580axqqvXxyo0ko1VddMWIvKYiPRx/D/RFKur7x/GmCzHKjuwzjOnyom5gCcD14nI7Y733YFVuMlZ8O5LrLHAM0WkpYi0xxqikUPRrQ0BndeUUj7dhnV9v0qsSuNniVWZfCDWTTdnocjfHOuNcFwrDMSqQ+CqyOsSX+eTIM67W7GGt50l1tQ57xFYt2BvHsIaQvaVWFWJ6zjOUSlY55rrg1zXmxys670OItIKqwV6I9a1vCdFnV/B83lZubJjYK4+AntQdCGRsXgYOI91IngOqyvGcaw/uvewWiec69yA1cUjE1gIDMdHoSjHsiuAVVjFAf7GGvRf3vFae2AtVlVf1+20w6pgdxjrhLceeMzl9YpYBaUysMY9PYzV4vqWn5/ROqwLoTPdltfEGvOR6oh3F9YfvbPAUz1cCpN42XYXPBRfcsR8EHjQ8fwM4COsC9NMrAu257HubJbDKsy1wxHHHqyq01Xc4mjnsv1ejm0cw7pBMRiXQlGOdXpjndQzgUVYlZ9dCzJUcxx/uuNzfQqriuhST9+voj4vfegjGh54OWdiXSBlAac7ng/E6mVxzPF3uwIY4HjtfKxpwf5x/H1tAG5w2dZYChaKigOexSpwl+b423/J7W8tHusG2N+Oxzj3WLGK/G1wxLQBq6BShus5ioKFovpgjeVNwzq3/gxc5uOz6YLb+cz9/OO+DtZF20asrogHscYnN3V5/+VYF7zZwA6X5bdgdW/Mdvw7zC2WM7GGOWRhnesuw/q/qr+nuFze5895bSmFi3JtAMa6LdsHDA/3d1Yf+gjnA2tM7HOOv9MsxznnZ6zuv5Vd1rsT6/ogE6u+yjUEfl3i9XxC4OfdlliJtLPX33Xuf+eu50uXZTtwK2rq4TOphjWcYzsnbrZtxqW4XTDrenjvUMfn3dtxHs3CmlWkkfs6bu8r6vzq8bysjxMPcXxQSimllFK2EZGWWHUW2hljVoU5HKWUyufo0fceVvfrF21cdyjWDbiiun8rm2n3Y6WUUkoVm4hcKSLdHV0Zu2K1Wq/Faj1XSqmIYYz5BKv182QpPA9u0Ouq8PFZrEIppZRSyk+VsWou1MHq/r0Uq2VDu4QppSKOMeYLrMJatq6rwkO7HyullFJKKaWUilra/VgppZRSSimlVNTSpFYppZRSSimlVNQqNWNqTz75ZFOvXr1ibycvL4+YmMjP9TVOe2mc9rI7zlWrVv1tjKlh2wZLqUDPg9HyfYLoiTVa4gSNNVRCFaueB/3n6VwYDd8hjdE+0RCnxhgcb+fCUpPU1qtXj5UrVxZ7O+np6VSuXNmGiEJL47SXxmkvu+MUkZ22bawUC/Q8GC3fJ4ieWKMlTtBYQyVUsep50H+ezoXR8B3SGO0TDXFqjMHxdi6MrNRbKaWUUkoppZQKgCa1SimllFJKKaWilia1SimllFJKKaWilia1SimllFJKKaWilia1SimllFJKKaWiVqmpfqxKh5TVqUxetIU9aZnUSkpkZI/G9GmdHO6wlFJKKaWUUhFKk1oVMVJWpzJ67noys3MBSE3LZPTc9QCa2CqllFJKKaU80u7HKmJMXrQlP6F1yszOZfKiLWGKSCmllFJKKWW77Gz4+2/bNqcttSpi7EnLDGi5Ukqp0Kg3an7Q790xqZeNkSillCp18vJgwgTYtw9efBFEir1JbalVEaNWUmJAy5VSSimllFJRxBiYNg1WroSRI21JaEGTWhVBRvZoTGJ8bIFlifGxjOzROEwRKaWUUkoppWzz1luwcKHVUtuggW2b1e7HKmI4i0Fp9WOllFJKKaVKGWOsx9ix0Ly5rZvWpFZFlD6tkzWJVUoppZRSqjTZtAkaN4b//jckm9fux0oppZRSSimlQuPnn+GOO+D770O2C22pLSVSVqdqt12llFJKlSoi8g7QDagI7AOeMsa8Ft6olFJ+27QJHn4Y+veHjh1DtpuIa6kVkQQReV1EdopIuoisEZGe4Y4rkqWsTmX03PWkpmVigNS0TEbPXU/K6tRwh6aUUkopVRwTgXrGmCrAFcATItI2zDEppfyxaxc88ABceCHceGNIdxVxSS1W6/FuoDNQFRgDfCAi9cIZVCSbvGgLmdm5BZZlZucyedGWMEWklFJKKVV8xpiNxpgs51PHo2EYQ1JK+atqVbjiCrj3Xtum7vEm4pJaY8wRY8xYY8wOY0yeMWYesB3Qu3Je7EnLDGi5UkoppVS0EJEXReQosBnYCywIc0hKKV8OHbLmoa1a1WqhjY0t+j3FFPFjakWkJnAmsNHDazcBNwHUqVOH9PT0Yu/vyJEjxd5GSXCN89QqCew9nFVonVOrJNjymRRHOD7P+Rv289ySHew7nMWpVRK4q2s9ep1d0+d7ovH3HsmiJU6llFKRzxhzm4jcAXQAugCFLnqKuiaMhv+XNEb7REOcpTbGzEwSHnwQjCHrmWcgpmTaUCM6qRWReGA2MNMYs9n9dWPMK8ArAO3atTOVK1e2Zb92bSfUnHE+0LMpo+euL9AFOTE+lgd6No2IYynJGFJWpzJuwbb8z2Lv4SzGLdhG+fKJRRbOioTPyh8ap1JKqbLGGJMLrBCRa4FbgWlurxd5TRgN/y9pjPaJhjhLXYw5OfDYY5CZCdOnU65q1dAF5ibiuh87iUgM8DZwHBge5nAiWp/WyUzs25zkpEQESE5KZGLf5mWy+rGOL1ZKKaVKtTh0TK1SkWnyZPjjD3j6aahWrUR3HZEttSIiwOtATeBSY0x2mEOKeH1aJ5fJJNadji9WSimlSgcROQW4EJgHZAIXAQMdD6VUpLn4YrjmGjjttBLfdUQmtcBLQFPgImOMZiNhEo1z39ZKSiTVQwJbKykxDNEopZRSqhgMVlfjl7F6F+4ERhhjPgtrVEqpglJSoFMnaNcubCFEXFIrIqcDN2MVAdgnJ8o/32yMmR22wMoY59y3zq68zrlvgSITW9dk+NQqCTzQs2mJJcMjezT2OL54ZI/GJbJ/pZRSStnDGHMAa4pHpVSkev99ePVVqF0bTjopbGFEXFJrjNkJhHYiI1UkX2NTfSWo7snw3sNZfifDdnDuI9pamJVSSimllIoq8+bBjBnwyCNhbaWFCExqVWQIdmxqsMmwnXR8sVJKKaWUUiG0cSM88wzcey906RLuaCK3+rEKL29jUIsam6qFmpRSSimllCrlzjoLpkyBXr3CHQmgSa3yYmSPxiTGxxZY5s/Y1GCT4ZTVqXSctJj6o+bTcdJiUlanBhawUkoppZRSKrRWr4aXX7Z+bt06vLG40KRWeRTs3LfBJMPOcbipaZkYThSl0sRWlWYikiAir4vIThFJF5E1ItLT8Vo9ETEikuHyeDjcMSullFKqDNu0CR56CHJy7NmeXdtBx9QqH4IZm+peqMmf6seRMA5XqTCIA3ZjVfbcBVwKfCAizV3WSTLG2HfGV0oppZQKxh9/wAMPWONnb78dpJh1fb/9FqZPh8svh0GDih2eJrXKo+LMUeuaDKenp1O5cmWf6+s4XFUWGWOOAGNdFs0Tke1AW2BVWIJSSimllHJnjFUUqk0buO++4iW0eXkwdSosWwZXX21LQgua1CoPijNHbTBqJSWS6iGBLWocrlKliYjUBM4ENros3ikiBvgSGGmM+dvD+24CbgKoU6cO6enpfu/zyJEjxYq5JEVLrNESJ/iOtWaiCXq7gXwH/VVaPlellIo6ubkQGwuPPQZVqkBMMUav/vOPlRRnZMCkSdCkiW1halIbZsVpEQ2Vku4OPLJH4wJJNPhXlEqp0kJE4oHZwExjzGYRqQScA6wBTgJecLzew/29xphXgFcA2rVrZ4rqGeEu0PXDKVpijZY4wXus+zODvwsfquMvDZ+rUkpFE0lNhfHjrXlozzijeBv77jt46ilo1AhefBES7W280qQ2jEq6RdRfJd0d2H0cbqQk90qVBBGJAd4GjgPDAYwxGcBKxyr7RWQ4sFdEKhtj7G8GU0oppZRylZpKwujR0Lgx1KsX/HaMgeeeg8WLYfBg6N/fthBdaVIbRpFaICkc3YHdE9vJi7YUWK5UaSQiArwO1AQuNcZke1nV2RdUK9YrpZRSKrT27oW778acfrrV7Tg+PrjtHDwI994L6enWnLbFbe31QZPaMIrUAkkl1R3Ytet1UoV4Mo7lkJ1nXbtHSqu1UiH2EtAUuMgYk/+HLyL/AdKA34BqwDRgqTHmUDiCVEoppVQZ8ttvUL8+WSNHUq5cueC28cMPMGGC1dL70ktQvnyBl+0egqlJbRhFaoGkkugO7N71+t+jhRuoIqHVWqlQEZHTgZuBLGCfnKgkeDOQB0wATgEOYxWKGhiGMJVSSilVVqSmQlISXHABdOpkFXQKlDEwbRp88QUMHWpVOHYTiiGYmtSGUSQXSApmjtpAeOp67Um4W62VChVjzE7AVzWeOSUVi1JKKaXKuB074J574NJL4cYbg5u2599/rW2kp1uJbcOGHlcLxRBMHZ8VRn1aJzOxb3OSkxIRIDkpkYl9m5eJlkl/k1UDdJy0mJTVqaENSCmllFJKqbLo999hxAg4+2yrdTUYP/8M110Hp5wCs2d7TWghNEMwtaU2zELdIhqpvHW99iRSxtdG4vRLSimllFJKBW33brj7bjjnHBg9GuICTA+NgenTYcECuOkmuPLKIt8SiiGY2lKrwmJkj8YkxscWWBYfKyQleq6u5uySEC7Ovv+paZkYTiTa2oKslFJKKaWi1mmnWa2zDz0UeEKblgb/93+wdKlVDMqPhBY85wHFHYKpSa0KC09dryf3a8maR7t7HWQYzvG1Yz/b6LXvv1JKKaWUUlFl7Vr44AMrke3bF2ICTAtXrYJBg6zuxnPmBDSXbSiGYGr3YxU23rpee+uSUNVLK26opaxOJS3T8/ShWshKKaWUUkpFlZUrYcwYuOwyq/twIEWhjIEXX4TPPoPbbiOlbjsmP7Mi4OF5dg/B1JZaVSwpq1PpOGkx9UfNt62g08gejYmPKfzHdeR4Tli6+/pqjQ339EtKKaWUUkr5bcUKa+zslVfC7bcHltAeOmR1N/76a3j1VVLqtouY4XnaUhskLRpk7xxT7p9nubgYso8X7O6bnWvCMm+tr9bYSJh+SSmllFJKqSJlZcHUqXD99TB4cGAJ7S+/WONuW7eGGTMgPp7J7y62fWqeYGlLbRC0aJDF1xxTgfD0eR457nkO23B09/XWGlutQnyZu5GhVLi99dZbnH/++eEOQ6kyS0SuEZHuLs8fEZE/RWSRiJxm874SROR1EdkpIukiskZEetq5D6XKjLQ0SEiAN96Aa6/1P6E1hjWjxvPzNcP4b8Vz6VjlIlI2/AWEZmqeYGlSGwS7krloZ9cX2dPn6U04uvt6q9D26OXNSjwWpexWr149vvrqq/zn7733HtWqVeObb74ptO6nn35Kq1atqFKlCieffDIXXngh27dvL8lwg7Zjxw66du1KhQoVaNKkSYFjdtesWTMqVaqU/4iLi+Pyyy8vtN6sWbMQEV577bVQhq5UpBnr/EFE2gAPAtOAeGCKzfuKA3YDnYGqwBjgAxGpZ/N+lCq9jIHXX4cbb7RaaqtU8f+9hw+zs88A/kpZwB3d72Rxo3MLNOZ5uy4Px/W6JrVB8Ja0paZl2jq21C6hGPcK3r+wgX6R/U2Ci1vqO1ihqNCmVCSaOXMmt99+O/Pnz6dz584FXtu2bRtDhgxhypQpHDp0iO3bt3P77bcTGxvrZWuRZeDAgbRu3Zp//vmH8ePH069fPw4cOOBx3Y0bN5KRkUFGRgbp6enUqVOHq6++usA6//77LxMmTKBZM725pcqc0wHnXfwrgRRjzFPAPUA3O3dkjDlijBlrjNlhjMkzxswDtgNt7dyPUqWWMfDcc/DhhzBypNVS66+1a0m87jqWHorl1iseYF+Vk/NfcjbmhWJqnmDpmNogeKvOCxTojgyBjy21m53jXt2N7NG4wLYhuC+yt88zKTGeiglxETFu2e4KbUpFmhkzZvDQQw+xaNEi2rVrV+j1NWvWUL9+fbp1s65ZK1euzFVXXeV1e0OHDqV8+fL8/vvv/PDDD7Rp04ZZs2Zx+umnc+utt1KxYkWefvrp/PV79+5N586dueeee5g0aRKvvvoqf/31F3Xq1GH8+PFcdNFFQR/b1q1b+eWXX/jiiy9ITEzkqquuYurUqXz88cfccsstPt+7bNky/v7770LHOnr0aO68804++OCDoONSKkodAyo7fu4GvOH4+ZDL8pAQkZrAmcBGD6/dBNwEUKdOHdLT0wu8fuTIkVCGZguN0T7REGfIYzSGcpMnE/vzz2SNHUveWWeB29+Ft/fFv/46cSkpHL7pJsauT8J4WG1PWibdGlXh0Usb8dySHew7nMWpVRK4q2s9ujWqUuhvMNQ0qQ2Cp2TOXbgGSbvz1VW6uLE531/cglmePk8B0jKzqZgQx7P9W4X9c1SqNHvppZdYsWIFX3/9NS1btvS4Tps2bdi8eTN33303V1xxBeeccw6VKlXyud3Zs2czf/58/vOf/3D//fczePBgVqxYwcCBAxk8eDCTJ09GRPj333/54osveOmllwBo2LAhy5cv59RTT+XDDz/k2muvZc2aNVSuXPh6uUWLFuzatcvj/gcNGsSLL77Ixo0badCgQYH3t2zZko0bC10XFzJz5kyuuuoqKlasmL/sp59+YuXKlbz44oua1KqyaDkwRURWAO2Afo7lZ2J1FQ4JEYkHZgMzjTGb3V83xrwCvALQrl074+l84WlZpNEY7RMNcYY8xnbtYOhQ4ho29G/9jAx2XnsjO35L5f6uNxGzsyZJFfL492jhqS1rJSVSuXJlBnSozIAOjYKLL9DphHzQpDYI7smcp7sXYLWKdpy0OKwtjKEewG1HC6br55malolA/mcaSa3eSpVWX375JV27dqV58+Ze12nQoAFLly7lmWee4ZprriE9PZ0BAwYwffp0r8ltr169uOCCCwAYP348VatWZffu3XTq1AkRYfny5VxwwQV89NFHdOjQgVq1agEU6Orbv39/Jk6cyKpVqzjjjDMK7WPdunVFHl9GRgZVq1YtsKxq1aqkpvoeinH06FE++ugjPvvss/xlubm53HbbbUyfPp2YQCeqV6p0GA68hJXM3mKM2eNY3hNYFIodikgM8DZw3LF/pZQ3//wD774Lt94KvXv7XNV19pHzj+3l0SWv8WWV+jx92f3kxsTC4SziY4T4WCE790TGU6wuxnl58MMP8Omn0KgRDBsW3Hbc6P/IQerTOplvR13I9km9SPYxhjTclZEjaQC3L87PMzkpsdBNgrJYhEupkvTSSy+xdetWbrzxRoyx/gJdiyUtX74cgPbt2/PBBx9w4MABli9fzrJlyxg/frzX7dapUyf/50qVKlG9enX27NmDiDBgwADmzJkDwLvvvsvgwYPz1501axatWrUiKSmJpKQkNmzYwD///BP08VWqVInDhw8XWHb48OEi75DPnTuX6tWrFxhf/OKLL9KiRQvat28fdDxKRTNjzJ/GmMuNMS2NMW+4LB9hjLnT7v2JiACvAzWBq4wxhZuMlFKW3bth+HDYtAkyfTdg5c8+8u9RBq5ewG1zn2Nc41482fFaK6F1yM4zVCwXZ09tmQ8/hEGD4NFHrYJVNs5moC21NiiqO3I4uyLbNe61pERSafBop3MpK3/VrFmTr7/+ms6dO3Pbbbfx0ksvFdk195xzzqFv375s2LDB6zq7d5/oiZiRkcHBgwfzW2MHDhxI9+7dGTVqFD/++COffPIJADt37mTYsGF8/fXXdOjQgdjYWFq1apWfbLtr1qwZO3fu9Pjatddey8svv0yzZs34448/SE9Pz09k165dy6BBg3we48yZMxkyZAji0jXq66+/5ptvvmHBggUAHDx4kNWrV7NmzRqmT5/uc3tKlRYiUh64DGgIzDDGpIlIQ+BfY8xBm3f3EtAUuMgYoxcDSnmzaROMGgXNmsEjj0D58j5Xn7xoCxw5wlNfvUyVYxncecUDHKhUzeO6hzKzWfNod4+v+WQM/PorVK0KtWvDwYNwxRVw6aWQlBT49nyIyKRWRIYDQ4HmwBxjzNCwBlQE9+6znoQrKbNr3GtJ8VY0KtJaliNdKAuEqdKpVq1a+Ynt3XffzbPPPlvg9RUrVrBp0yZ69+7NKaecwubNm/nss8+4/vrrvW5zwYIFrFixgnPPPZeHH36Y9u3b57fetm7dmpNPPpkbb7yRHj16kOT4z+3IkSOICDVq1ADgzTff9Jk4+zMu9swzz6RVq1aMGzeOJ554goULF7Ju3To+/vhjr+/5888/WbJkCS+//HKB5W+99RbHjh3Lf963b1/69evH//3f/xUZh1KlgYg0Ar4CKgFJwIdAGnCr4/mNNu7rdOBmIAvY53KD6WZjzGy79qNUqfD221bL5z33gI+ZCZyNHhV+28STX7/KylpNGXXJHeTFeH9PwNfhmZnw9deQkgJ//AG33Qb9+sHNNwe2nQBEZFIL7AGeAHoAUZHNOMeWdpy0OCKSsmhppXOPs2uTGny8KjVsLcvR8rkVJZQFwlTpVbduXRYvXswFF1xA+fLlmThxYv5rSUlJfPbZZ4wZM4YjR45w8skn079/f+6//36v2xs0aBDjxo3j+++/p02bNrzzzjuFXn/kkUcKFFs666yzuPfee+nQoQMxMTEMGTKEjh07FvvY3nvvPYYOHUq1atWoW7cuH330UX7iPHv2bCZMmFAgQX777bfp0KEDDd2KayS53VkuV64cVapUKTRmV6lSbCrwBVYSm+ay/DPgTTt3ZIzZiVU7UinlzY4dUK+e1aW3XDmfhZecjR69f57PlRuXMLXjQL6v16rAOq61bSCI6/C8PBg6FI4ds1pkH38cTjvN//cHSbx16YoEIvIEUNufltp27dqZlStXFnufrt3TguHeQgbWl8HueU19xVlSMfgjmDivapvMks0HSjSxTE9P5+tthyPmc/PG3+9n/VHzPRYwE2D7pF62x+WuuH9H7kRklTGm8DwzqoBAz4N2/55cDR06lNq1a/PEE0/Ysr1QxmqnaIkTfMdab9T8oLe7IwTnmNLyuRZHpJwHReQg0N4Ys1VE0oGWxpg/RKQesMkYE/bGCE/nwmj4DmmM9omGOIsdozHwxhvw3nswa5bXxNG1waZCThaPLnqJqsfSefCSO/inYlKBdd2vw0+tksADPZv6vg7Oy4Pvv4ePPoJrr4W2bWHzZmjQwEqybebtXBipLbVRKxK6+0ZLK523OJdsPsC3oy6MmHgi7XPzh3bjVkopFULxHpbVxZqrVikVatnZ8OST8O238MQTPhNaZ4NNowM7eezLl/mxTjMeuPROjBSsF5zsIWfxmXhnZ8O8eVYy+9dfcNFFcMop1mtNmthymIGI6qS2qIm2g2HHRMjdGlWhW6NzCiyzewJiX3H6KrZU0hMhR1OckRSPN/5+P+/oXJex83/jWE5e/rLycTHc0bluiRxLNEx6rpRSKihfAPcAzoHkRkSqAOOA4Jv4lVL+e/xxqwDTtGngYbo7sBLaez9YS64xDFj7P/puWMyU8wfz4+mF56NPTkr0v0Hpr7+genWrm/PChXDxxdbUQdU8F5kqKVGd1Poz0XYwIr27gpO3OH210oXj2KIlzkiLxxt/YhnQoTLlyyeGtcdAJH1mquS99dZb4Q5BKRUa9wBLRGQLUB54H2gE7AeuCWdgSpV6xljJ5KBBVmLpbBl142yhjT+eyaQvXqLKsQxuvvIh/q1QuP6D32Nmt26F99+HpUth3DirKNWMGT7H8JakqE5qlWehmMYnFAWUIm26oUiLp7icxcuUUkopuxhj9ohIK2Ag0AaIwWpgmK1T7igVQhs3wjPPWN2OvXTvdV6vp6Zl0vDvXYz/4kW+q9uC5y+9q0B341gR8ozx75o+I8Pq4vzjj3DOOTBpErRzDGmNkIQWIjSpFZE4rNhigVjHfGg5xpic8EZWsoJNJO0e1xuq6WEiYfxxJMejlPLP2LFj2bZtW6Hqykqp0HAkr284HkqpUFu6FCZMgB49PM7vmrI6lbGfbSQtMxuA/msX0W/9Vzx5wfWsrHt2gXX9LoK6YYPVElyjBtStC//9L5x5pk0HZL+ITGqBMcCjLs+vxRqrMTYs0YRBcRNJO1vpQllAKdJaEyMtHqVCbcWKFdx///1s3LiR2NhYmjZtytSpUznnnIJ1Afbu3UutWrXYt28fNWvWBGD8+PGMGTOm0LLly5fzv//9r8SPJVBr1qzh//7v/9i0aRNNmzbl9ddfp1WrVoXWy8rK4rbbbuOrr77i4MGDNGzYkIkTJ9KzZ0/AmhLoZpe59/Ly8sjMzGTlypW0bdu2pA5HqZARkb7+rmuMmRvKWJQqc957D155BW66Cfr3L9Q66pozJGRn8cQXL1L1WAbDrnqYtMQqBdaNFSk6od24EV5/HVavJnb0aOje3ZpnNsJFZFJrjBlLGUpgPYmkSry+CigVV2mZF1apaHT48GEuu+wyXnrpJa655hqOHz/O8uXLSUhIKLTuaaedRqNGjVi2bBlXX301AMuWLaNJkyaFlnXu3LlEjyMYx48fp3fv3owYMYLbbruNGTNm0Lt3b3777TfKuU1BkJOTQ506dfjmm2+oW7cuCxYs4JprrmH9+vXUq1ePwYMHM3jwYMAqCvjxxx/z+OOP06ZNGyDypsdRKggf+bmeweplp5SyS24uPPIIdOlS6CXXYlD1//mTif97nhX1WjH9vAGFkt8iW2iPH4exY63pebp0gTfeIPfkk20/nFCJKXoVFQ6hTCQD5W0amOJOD+O8s5SalonhRGt0yurUYm1XKeWfbdu2ATBw4EBiY2NJTEyke/futGjRwuP6F1xwAcuWLQMgNzeXX375hbvuuqvAsu+//54LLrjA4/u7dOnC6NGjOffcc6lSpQq9e/fm4MGDAPTs2ZPp06cXWL9ly5bMnWs1+tx///3UqVOHKlWq0LZtW5YvX16sY1+6dCk5OTmMGDGChIQE7rzzTowxLF68uNC6FStWZOzYsdSrV4+YmBguu+wy6tevz6pVqzxue+bMmQwZMgSJoLFGShWHMSbGz4cmtErZ4fBheO01K6EdPLhQQpuyOpVW475gxPtryDWGq9d+wdMLpjK58/VM7ziwUEKbnJToPaHduxcOHbLmlG3c2GoVfvRRqF8/hAdoP01qI1SoEslgjOzRmMT4gv9P2VFAyVdrtFIq9Bo1akRsbCzXX389Cxcu5N9///W5vmtSu3r1apo2bUq3bt0KLMvOzubcc8/1uo1Zs2bxxhtvsHfvXuLi4rjzzjsBK7GeM2dO/nq//vorO3fupFcvq6WyTZs2rFmzhoMHDzJo0CCuvvpqjh075nEfSUlJXh+TJk0CYOPGjbRo0aJA4tmiRQs2btxY1MfG/v372bp1K82aNSv02q5du1i2bBlDhgwpcjtKKaVUITt3wq23Wi2mHqZhdDYKpWVmk5BznMnzn+XibT9yw9VjWVX7rALrJsbHMrV/K74ddWHhhDY9HV58EYYMgS++sJZdf73XKYIinSa1EShldSpHsgrXxEqMj6Vrkxp0nLSYFuOX0XHS4hJp1ezTOpmJfZuTnJSIUMTdngBEUmu0UmVRlSpVWLFiBSLCsGHDqFGjBldccQX79+/3uH7nzp3ZsGEDaWlpLF++nE6dOnHGGWdw4MCB/GXt27cv1H3X1XXXXcfZZ59NxYoVefzxx/nggw/Izc3lyiuvZM2aNezcuROwxqn27ds3vyv0gAEDOOmkk4iLi+Pee+8lKyuLLVs83wBLS0vz+hg1ahQAGRkZVK1acGqDqlWrFjmPc3Z2NoMHD+b666+niYfqk3PmzKFTp07Uj7I73Er5IiJ9RSTe5Wevj3DHqlRU+/lna/xqvXowfXqholDO7saZ2bnUO/gns95/mB3VanFT3zEcLl+pwLrVKsR7v15PSbFagFesgIcfhn79QnZIJSUix9SWZe4FopyqVYinV4vT+HhVqi1ViMekrGfOj7vJNQYRSIyLITM7z+u41lAUUPI1L2yk0jHAyi4ikgC8CFwEVAd+B0YbYxY6Xu8GvADUBX4EhhpjdtodR9OmTfPnlN28eTPXXnstI0aMYM6cOTRr1iw/yVy4cCGdOnUiOTmZ5cuXs2zZsvziSOedd17+Mm9dj53q1KmT//Ppp59OdnY2f//9NzVr1qRXr1689957PPDAA8yZM4dXX301f91p06bxzjvvsGfPHkSEw4cP8/fffwd93JUqVeLw4cMFlh0+fNjn/Mp5eXlcd911lCtXrlBXaac5c+YwZsyYoONSKkJ9BJwK/IXv8bU6plapYBkDs2dD794wbFh+F2L3ysYA/dZ9yaC1/+PxC29kdXLTApuJFWHKNS0LX58aA1lZUL487NkD110HffpAfHyoj6xEaFIbYTx1yQWoUC6OJZsPBFw8ylMStnLnQd75YVf+OsbA0ew8wL7pevwRbfPChmpqI1VmxQG7gc7ALuBS4AMRaQ5kAHOBG4HPgceB94H2oQyoSZMmDB06lBkzZgB47Irr7IL8/fffM3PmTAA6derEsmXLWLFiBcOHD/e5j927d+f/vGvXLuLj4znZUYhi4MCBjBs3jgsuuIBjx47RtWtXAJYvX87UqVNZvHgxzZo1IyYmhmrVqmGM8biPSpUqeVwO8OCDD/Lggw/SrFkzpkyZgjEmvwvyunXruP322z2+zxjD//3f/7F//34WLFhAvIeLgG+//ZZ9+/bRrxTc8VbKlTEmxtPPSikb5OTA2rXQti1Mngzx8R4TWYByOdmMXzSdqsfSGXr1uEKts16LQf3xBzz/PFSvbrXMRkE140BpUhthgumS63zNPYHt2qSGx5bdYx6SZlclVWU50ueFdf88jx7PiZiK1Cr6GWOOULDK+zwR2Q60BU4CNhpjPgQQkbHA3yLSxBiz2a4Ytm7dytKlS+nfvz+1a9dm9+7dzJkzh/btvefOF1xwAQ8//DDJyclUqWJNFXD++edz6aWXcujQITp06OBzn++88w5DhgyhXr16PPLII/Tr14/YWKth59JLL+W///0vjzzyCP379ycmxrp2Tk9PJy4ujho1apCTk8OkSZMKtbK6ysjIKPLYu3TpQmxsLNOmTeOWW27JbxW+8MILPa5/6623smnTJr766isSEz33Jpk5cyZXXHGFz9ZepaKdiFwAfGeMyXFbHgt0NMYsC09kSkWh9HSrKNPOnfD221ChAimrUxn54Vqy8wreuK377x6enj+VpQ3b8mL7awoVg6pWIZ5HL29W8Jo0IwPefNPqbvyf/8ANN5TAQYWHJrURpqguud5e89SKOPuHXbi3Y3hqBfakpMa1Ruq8sJ4+T2+83VSIpARdRT4RqQmcCWwEbgXWOl8zxhwRkd+BZsBmt/fdBNwEVtfeosaEuoqJieHbb79lypQpHDp0iKpVq3LJJZcwduxYr9tp164df/31F1deeWX+Og0bNiQzM5NWrVqRm5vr9b25ubn079+f6667jt9++42OHTvy0ksvFVj/8ssv5+233+ahhx7KX37eeefRpUsXzjzzTCpUqMDtt99O7dq1OXr0KOnp6WRlZZGdnR3QsYM1bveOO+5g1KhRNG7cmNmzZ5OVlUVWVhZPP/003333HXPnzmXXrl3MmDGDhIQETj311Pz3T506lf79+wNw7NgxPvjgA1599dVCcdRM9Nyi7I//jJsX9Hu/usf31EpHjhzx+lpxYg709+APX7FGmmiKNUhLgNOwuiK7SnK8pt2PlfKD/PknjB8PCQnwwgtQoQJgNfa4J7T91n3F4DULGNvtJtYmF6zn4LW7McDHH1sFp8aPBx83rEsDTWojTFFdcr295qnbcvCXJJE9rrUkeOsG7om3mwraNVn5y1GAZTYw0xizWUQqAQfcVjsEFGoCNMa8ArwC0K5dOxNIK2GjRo3yp8zxV5s2bTx2+/XVcuoUGxtL06ZNmTJlitd1Zs2axaxZswotf+WVVwq0gD788MP5P0+cOLHIfXty/vnns3r1ao+vjRs3Lv/nZs2aee3q7FS5cmXS0tJIT08v1FK7PzM8U/v4813wtk5xYg5VS3U0tYBHU6xBEDxfYpwElPqMXilb5OSQ8MgjVqXhMWPyW2jduxy7dje+rv8TZCRUKLAZj92Nt22zqhnfeisMGAADB1rT9ZRymtRGGH+65Hp67e731/i9j4rlYjly3HvC5ppEh6v1Mdytnv62VPu6qaBdk5U/RCQGeBs4DjgHpGYAVdxWrQLY3wSmlFJ+EJHPHD8a4B0RyXJ5ORY4G/iuxANTKpoYA//+C9Wrk/XYY8Q3bgwxMYxJWV+g3g1AnX/38Mz8Z/mq4bnMaN+v6O7GGRnwxhtWV+PzzoNjx8DLcJnSSJPaCOSrS67zNffWAG/dlt1vpybGxzL+yuaM8JEEO+/4hKv1MRJaPb19nkmJ8VRMiPP7poJOT6R8EatC0etATeBSY4zz9uxG4HqX9SoCDR3LlVIqHP5x/CvAv4Drf3DHgRXAq+5vUko5ZGXBlCmwaRO89Ramdm1S1u71WBDqqvVfcd0v83mk+y2sO61gAVWPY2d37IB77rG6ME+caI2fLWM0qQ0zu1okvXVbvqptMks2Hyi0/cmLtngdJzp50Zb8f8PR+hgJrZ7ePs+xVzTzGEM0Tk+kIsJLQFPgImOM6xfoE2CyiFwFzAceAdbZWSQqHJYuXRruEJRSQTLG3AAgIjuApx3F7pRS/vjrL6vq8L//wuOPQ2ws8zfsZ9yCbQWuNeNzs5n4v+lUOZbB4AHjOeLobuwxkXVu9+SToXZta97Zyy8vE12NPdGkNozsbJEMtJKwp6TNKTUtk7vfX+N1TG6oWx+DqQBtNzs+z0ienkiFn4icDtwMZAH75ES3opuNMbMdCe104B2seWoHhCVQpZRyYYwZV/RaSql8hw7BzTdbieeMGVCtGgCTvvi9wHVj7X/38ty8KXxxRntm/Oeq/O7GyUmJfDvKrTJ/bi589JFV2fj+++HCC+Gqq0rskCKRJrVhVNwWSU+tvIW+9F64Jm2eWhh9lURxbX30NI2Qa8vwHZ3rMqBDYAUzSqrV0zX2U6sk8EDPpgU+90AqM0f69EQq8hhjdmJ14/P2+ldAE2+vlxVLly7l2muvZdOmTeEORSkFiEh1YDzQDTgFKDBvrTHGvR6AUmVXTg5UrQp33w3nnUfK+v2MnfZzoe7Gfdd/zZBf5vFQ99vYeNoZ+cvjY6VwA8mWLVY35j17YPhwcMzpXtbpBNphVJwWyfkb9jN67npS0zIxnGjlTVmd6vf++7RO5ttRF3q/qqbwFbd7ESn3GN75YVeB52Pn/xZQTGC1esbHFNxzfIyHP+picI997+GsgD8/d87Pc/ukXnw76kJNaFVU6NKlC6+99lqh5UOHDqVcuXJUqlSJypUr07ZtW7755pswRBicgwcPcuWVV1KxYkVOP/103n33Xa/rTp48mbPPPpvKlStTv359Jk+eXOD1HTt20LVrVypUqECTJk346quvQh2+UpHsdaAn8BYwArjD7WEbERkuIitFJEtE3rJz20qFVE6OlXiOH289v+ACUtbvZ+SHawsktHG5OUye/yyXbP2OgQMnFkhoK5aLZXI/t6l6jLGm/0lOhpkz4bLLChWQKqu0pTaMitMi+dySHT5beQMZq+stDrBabJOTEj1ux59pb47l5AU3Ftb979Pmv9dIGLerVKS7//77eeKJJzDG8Prrr9O3b1/++usvYmMjfxrK22+/nXLlyrF//37WrFlDr169aNmyJc2aNSu0rjGGWbNm0aJFC37//Xe6d+9OnTp1GDDA6vE9cOBAOnTowIIFC1iwYAH9+vXjt99+o0aNGiV9WAGpN2q+z9drJpqwTTekolo34GJjzI8lsK89wBNAD0CLVKjocPAgPPoopKaCy/Rw7vPP1k7bx7TPJrOw8Xm8+p8TXYc9jp9dvdra3mWXwVNPQfnyJXIo0URbasNoZI/GJMYXvDj0dxzmvsNZHpfvScv02ILqqRUyZXUqHSct9prQwol+/J5aH/0d4xroWNjJi7aQnVuwA3R2rskvYGWHSBi3q6KbiKxxtCJUC3csoSYiDBo0iIMHD7J//36P64wdO5Z+/frRv39/KleuTJs2bVi7di0ATz75JP369Suw/l133cWdd94JwJtvvknTpk2pXLkyDRo0YMaMGcWK98iRI3z88cc8/vjjVKpUifPPP58rrriCt99+2+P6999/P23atCEuLo7GjRvTu3dvvv32WwC2bt3KL7/8wrhx40hMTOSqq66iefPmfPzxx8WKUako9hfWtGMhZ4yZa4xJ4UTlZaUi2+7d1vjZ7Gxr/Gzz5vkvuV5jXrnha174dBIPdb+tQEKblBjP6ke6n7jePnoUnnkG7r0Xdu60lmlC65G21IZRccZhnlolgb0eEttaSYl+tUK6F6nypKgE21cLr/t6gQhlwulswfY2ZlirFasAzAfux6pSnAK8Zoz5OrwhhUZubi6zZs2ifv361KxZ0+t6n376KXPmzOGdd97hueeeo0+fPmzdupUBAwYwbty4/KnIcnNz+eCDD/jkk08AOOWUU5g3bx4NGjRg2bJl9OzZk3POOYc2bdoU2sdll13GihUrPO7//PPPZ968eWzdupW4uDjOPPPM/NdatmzpV/dpYwzLly/n5ptvBmDjxo00aNCgwBRqLVu2ZONGnV1JlVkPAY+JyPXGmBJJbv0hIjcBNwHUqVOH9PSC03ofORL5xZo1RvuELc7EROK6dSOnXz9ISACX72HVxDgyMo4x6X/TqHzsKP0HTeJYfMEEdVT3Bvnf3ZhNmyj35JMQE8Pxxx8nr0WLAtsrCdHy+4ZiJrUikgh0BH5zFD0p04KZnieQYkSu7upar1AZcGcS6s+cqd66DseKkGcMSRXiMQbufn8Nkxdt8XgsviooO5WPiwl4LGxR3bKDnQapqEReqxWrQBhjHhKRMcAlwA3AfBHZC7wJvGWM2eVzA1Hg6aefZvr06WRlZeV3QfbV9bht27b5LbL33HMPU6ZM4YcffqBTp060adOGTz75hCFDhrB48WIqVKhA+/btAejVq1f+Njp37kz37t1Zvny5x6R23rx5RcadkZFBlSoFa9VUrVq10EWuJ2PHjiUvL48bbrghf1tVq1YttK3U1ODH3ysV5cYA9YC/RGQnUKDijTGmRTiCMsa8ArwC0K5dO+N6I8rJ07JIozHap8TizMmBV16xqhtfcQXcckuhVcakrKfivlTe+OwpFjTuyGvn9i20zrXt6zKgQyNre3FxUKcOXHQR3HAD8WFsnY2W33dA3Y9F5C0Ruc3xczngJ+ALYIuI9AxBfFHD3y6/dul1dk0m9m1OclIigtVNeGLf5vRpney1tdF1ubdWz1xjeLZ/K45l55GWme31WJyJZWZ2LrEuJcevbV+3QExje50RcNLuq1t2MJ+zs5v1iPfXeE1oT6uSkP/5RSLnMbQYv4yOkxaH7HulAmMsC40x1wC1sC6oHgT+EJFFInJJeCP0z549e6hUqVL+w+m+++4jLS2No0ePsnLlSkaOHMnChQu9bqdOnTr5P8fExFC7dm327NkDwKBBg5gzZw4A7777LoMGDcpfd+HChbRv357q1auTlJTEggUL+Pvvv4M+nkqVKnH48OECyw4fPlzkf8zTp09n1qxZzJ8/n4SEhGJtS6lS7CPgaeBJ4D3gY7eHUmXHv/9aXYMXLbKKN7lJWZ1Kq3FfcOS1t3jpkwk82P32QglttQrxTO3fiif6NIfvvrPmm/3tNzjtNLj1Vu1u7KdAW2p7ANMcP18BVAZOBf4LjAW8X+2UcuEoPOStldefOVO9tYYKMO7zjUUWoXLdfq6xOvPWOynR+oN04U/LiKfjAs/dsjtOWhzQ5+xPN2sBvrjjP0FdpAbbahzINrs2qcHHq1Jtmc9YhYaItMc6D/bHKmzyJnAa8JGIvGaMGRHG8IpUq1YtMjK89yIUEc4++2w6duzI/Pnz6dnT8z3M3bt35/+cl5fHn3/+Sa1atQC4+uqruffee/nzzz/55JNP+P777wHIysriqquuYtasWfTu3Zv4+Hj69OmDMZ4HCfTs2ZPly5d7fK1Tp04sXLiQM888k5ycHH777TfOOMOqJLl27VqPRaKc3njjDSZNmsSyZcuoXbt2/vJmzZrxxx9/5Heddm7LNSlXqizReWqVcti8GcaMgZNPtlpq3YbnpKxOZcxHaxj72TNUPnaUqwc/RVZ8QoF1BFj9SHerW/GECfDVV9C/P9StW4IHUjoEWiiqGlaBALC63H1sjPkL607dWXYGFm0iqfBQn9bJTOzbnGoV4vOXJcQV/FWP7NHYY0FhA/x7NNvDKyeOxVvX5W9/P8iYFCvZKm7Lorfpcbx9nqmOAlnu/KnQ7NqtueOkxdQfNd+vmEPROu9pm7N/2OU1kVfhIyKniMh9IrIRWAokAf2MMQ2MMY8bY24DLgZuDGOYttm8eTMrVqzwmRiuWrWKuXPnkpOTw9SpU0lISMjvYlyjRg26dOnCDTfcQP369WnatCkAx48fJysrixo1ahAXF8fChQv54osvvO5j4cKFZGRkeHw4W5ErVqxI3759eeSRRzhy5Ajffvstn376Kdddd53Hbc6ePZsHH3yQL7/8kgYNGhR47cwzz6RVq1aMGzeOY8eO8cknn7Bu3TquKuOT3CtVEkQkTkTKA7FArIiUFxGtB6MiQ/nycP75MG1aoYQWYNZ73/DOm3fza40G3HzVmEIJLTiuQfPy4I47rPlnX3jBKjSVUHhd5VugSe0+4GwRicVqtXVO1lcJtzEVpZW3xMefLr8l7Vh2Xv7PaZnZBRKuPq2TvRZL8sZ5LL4S9Tk/7g5pV2xfn6enfRR1U8HZgh3MvL++WueD5Wmb3n5PWqk57P7Eap19A6htjLnGGPOl2zobgZ9LPLIAiZc57p566ikqVapExYoV6d69OzfccEN+ASVPevfuzfvvv0+1atV4++23mTt3LvHxJ26uDRo0iK+++qpAK2flypWZNm0a11xzDdWqVePdd9/liiuuKPYxvfjii2RmZnLKKacwcOBAXnrppfyEfPny5QW6WY8ZM4Z//vmHc845J78L9i0uY6Lee+89Vq5cSbVq1Rg1ahQfffRRxE/no1SoiEg5ERknIltF5JiI5Lo+bN7dGCATGAVc6/h5jM37UMp/WVlWNeLt26FePRgxAsqVK7TaysenMW7mIzxwyZ28cW4fj5tKyM7i4VaVISYGRo2yWnsdN3xV4AK92/UG8D5W97pcwFnp8z/AZhvjikjuXVldu4H60+W3JPnTHTrZSxfkpMR4snLyvB6Lr6rHucaEtCu2r+JUnvbhK9Zkl+7CHSZ8FXDMoWidD+S9Wqk57LoZYzz3g3UwxhwGupZQPEE5fPgwJ510UqHlb731Fm+99VZA2ypfvjzvvPOO19evu+46j62lt99+O7fffrvH93Tp0oU///wz4KEM1atXJyUlxeNrnTp1KtDdevv27T63Va9ePZYuXRrQ/pUqxR7HGmoxEXgWGIlVOGoA8LCdOzLGjMUa3qZU+O3dC488AocOWfPFuklZncpjKet46OOnqXj8KHddO5msuMIJL0DjAzuYtGUeraUZXHIONGkS6uhLvYBaao0xj2G1TLwCnG+MOe54KQerYECpVlSy5q1wUzj4k3B1beK5peGylqf5PBZfiXqsSEi7Yjs/Z2/c9+Gt6NTU/q0KdGv2Ne+vN6Fonff2Xvd2NK3UHBEOikihKp8i0kJEomI4xqZNm9i0aROtW7cOdyhKqehxDXCLMWYGVgPHp8aYO4FHsYZcKFX6/PST1S24cmWrRdVlyriU1ak0fXghT72yiDdeuYsNpzTglr5jPCa0cbk5/N+vX/LOunc5q8d58NhjJXkUpVrA4xKMMYUq2xljZtoTTmQrKlkLdnqeUChqWhyAJZsPeHzvks0HeKKP94S8T+tkPly5i29/P1jotYH/qcOSzQeK3Hdx9GmdzORFW/zah79zAfua99ebULTOe9vmVW2TWbL5gK0FqVSxvQK8AKxzW34WMBw4v8QjCsADDzzA22+/zZNPPsnpp58e7nCUUtGjJvCr4+cMrHoCAP+jDDRwqDJq/37o1QtuvBFcprYbk7Ked37YRe8NSxj2cwr39LqbrafU87qZlnu38nDsTnhuMunNm5NQoUIJBF82FJnUikjhiZS8MMbMLV44kc1bohgjQsrq1IhKMvxJuHwVXSrK7GEdGJOynjk/7ibXGGJFGPifOjzRp7nHisOekr3iVA4OJKH052aDr3l/vfE3YQ5EUdt0rcCqwq4F1rRm7n4GvHcniBBPPvkkY8aMse37NHbsWFu2o5SKeLuwpjDbBWzDqrGyCuiANeZVqdIhIwPefhv++1+4/PICL1nXuuvIyspmyoLnqHT8KH2ve5rjcfGFNhOTl8vFv/3INw3asK9ZG7jzNqhY0ap4rGzjT0vtR35uy2BVpyu1vI3nzDUm4qZY8Sfh8jWtjz9J+hN9mheawsffffsan+zPZxhsQuktke51dk3Kl08MeHuhaJ2PpBZ/5VMuUNXD8moU7jGulFKlxSdAN+AH4DlgjogMA5KByeEMTCnb/PGHNX42Nhb69i1Q3djZOlvr0F+8mDKRlGZdeKtdb4+bOfXw39z2w4ckH/6LXTVqc/O17a2EVtmuyKTWGBNoheRSy5lo3PvB2vy5WZ1CPSdtMIpKjkb2aMzd768pVF3XQLGPxblvby2LdhSTCjT585VId2tURZNJFahvgIdE5GpjTC5Y008ADwHLwhqZUkqFiDFmtMvPH4nIn8B5wFZjzLzwRaaUTb7+GiZPhnPPtaoSu3QRTlmdanU33riEYT99wt2X38tvJ3sYwmMM3X7/iSG/zGdzjXo8dPk9jBrSSa8zQ0jn+gpQn9bJ3P3+Go+vRdsUK31aJzMiTMcSjnl9vSXSYz/bSLd7OoRsv6qg4nQ7jzD3AyuAbSKywrHsfKwpzi4IW1RKKVWCjDE/YLXaKhX9jIEVK+D662HAAHCZ8i5ldSr3zlnF0wumUul4Jlde9zTZXqobI0L9g6m81+oSTrquPz9cWaiupLJZwEmtoyXiXKAuUOA3aYyZZUdQIlIdeB3oDvwNjDbGvGvHtu3gTxGmaOFtWp9QH0s4PkNvCXNaZjbzN+xnQAcdqxpqxe12HkmMMVsc1Y+HA60ci2cDLxpj9oQtMKWUCqGiaq2U9voqqpTavx++/dbqavzII/nJrHPsbGZ2Hqcd/ou5n0xg7tkXMrOt5/nUW+zdSpu/t9PqiQfoM6lXSR5BmRdQUisiTYDPgfpYY8ZyHdvIBrIAW5JarIqix7Eq7LUC5ovIWmPMRpu2XyyRNietN/60iIXrWMKxX19z1j63ZAcDOjQK2b6VJZRzGIeDMWYvVndjpZQqK7zVWnGOZirV9VVUKfTDDzBhAjRsaBWEio8vkMwC9N64hJt++oS7Lr+XbR66G8fnZjNwzf8Yuu8XGtw6FFrVKuGDUIG21E7FqnDXCtjn+Lcq8BIwxo6ARKQicBVwtjEmA1ghIp8B1wGj7NhHcYWi6q3d/G0Rs/NYPCXR3RpV8bhuOD7DkT0ae+1u7W2eWmWvcHQ7DyURqYB1HjwFt3m/tbVCKVUauddacfTga41VJEpv8qnokZsLb74J774LgwbBDTdAbGx+ISgAMXk8Pf9ZKh7PpPd1U8jxUN24RsZBRi6bRcdTypH85ovQrl1JH4ki8KT2HKCzMeaIiOQBccaYX0TkfuB5rCkuiutMIMcYs9Vl2Vqgs/uKInITcBNAnTp1SLehNPaRI0f8Wq9boyp0a3ROgWXF2f/8Dft5bskO9h3O4tQqCdzVtR69zq7pdf2i4nxy4SaPLWJPLtxUKNG041jmb9jP2Pm/cSzHuqOVmpbJqI/XMeqiulzVtq7H9/jab6Cfhz+6NapCUmIcaZk5hV6rWbmcLd+fUPP3+xlu3uL0Nh/wqVUSouLzdyUiFwFzgJM8vFzqq8ErpRSAMSYH+FlEHsRq5GgZ5pCU8s+RI/D99zB+PHSwaqs4C0EBnHroL2akTODjs7sxq+3lhd9vDIiQnlCBpt3PJ/nhEVDV06QIqiQEmtQKcNTx8wGs8u1bgD8Bu/puVgIOuy07BBQa8GiMeQV4BaBdu3bGrvkWS3oe0JTVqQXmSN17OItxC7ZRvnyiz5ZLX3F6a3ncdzgrJMf3/Dc/5ye0Tsdy8pjx3V6GdmkW0LaC/Tz8MfaKsz12ex5xYf2omf/VV5yRVITJU5wP9Gzq8fN/oGfTqPn8XTwHzAce1DG0SilFGtAw3EEoVaR16yArC845B157rcD4WWcx2D4bFzPsp0+44/L7+ePkOoU2kZR5mFt++IhvGrSjYf/LaN7nqpI8AuVBoEntBqw7cH8APwEPiEguMAxrAm47ZADufVarAFHRjBNMUhGKcYYlXYjJW/fRYLr1evs8Rry/hsmLttC1SQ2WbD4QVOLmrduzt27S0SQaijBFQ9f9ANQDrtCEVilVlohIG/dFwGnAA8Dqko9IKT8ZA++/D6++Cv37wznnkLJmD2M/20haZjZgdTd+Zt4zVMg+xhVDniU3tnCq1ObPTdzy08ekVa7G9ddfxCWXNC/pI1EeBJrUjgecMwaPwWqlWIJVofgam2LaCsSJyBnGmN8cy1oCEVEkypdgk4pQjDMsiUJMrgl8jEihuXvB6lYaKG/FnJyvObuFOJ8Hmrh5mo82Urq+FqelNVqKMJWi+YC/BRoDv4c7EKWUKkErsYZYiNvyH4AbSj4cpfyQkQETJ7J/ybeMatCDJX8kw6j5BVY59fBfvDJ3Ah8278bbnrobA303fE3/jYspd91guj9yN8Tp7KiRIqDfhDFmkcvPfwBNHdPv/GuMh4wmCI7xunOBx0TkRqwiLL2xJvaOaMEmFaFoVQ11i5h7Au8poU2Mj+WurvWK3I5rjF2b1EA4UULRH5GYuAWjuC2tpa0IUxR4GXhaRGoB67GqwOczxvwSlqiUUiq06rs9zwMOGGOOhSMYpYqSsjqVd1/5jH7f/sRzHa8nteophdbps2Exw37+hOGX3892D92NE3KyeXLwOfS5vgEcvx5a6tDxSFPs2wvGmIN2BOLmNuAN4C/gH+DWSJnOx5dgk4pQtaoW1SJmd6sgQKwIecZ47NbrKYH9eFVqgSRu9g+7AkponSI9cfPnsy5uS2tpmj85SjintXjFw2taKEopVSoZY3aGOwal/GIMMx95iWcPVyOtal1+7nknRgoU70bycnlm/rOUz8ni8iHPkufe3dgYLt72I+PSVlHrwQugenQ3oJRmgc5T+5mv140xnmciDpAjUe5jx7ZKUrBJRTjGGYaqVTDPGLa7TDbt7NbraX+eEthgm/sjOXHz97MubktrtMyfXIq4t1YopVSpJyJD/F3XGDMrlLEo5dWxY2x8cAINPv8fjc4fyMrazQoltKcd/osZn0zg/eYXM7tNr0KbqJh1lJt+msulR3dRa9wDUK1aSUWvghBoS+0/bs/jsca71gHK/JyMxUkqSnqcYUm3Cnrany391Yn8xM3fz7q4La2lrAhTxNPWCqVUGfUCUA7rGtA57UEM1hCM4y7rGUCTWlXytm+n/EMPsXv9XiZffDO/n1S4O3HvjUu46ae5DL/iAbafVLvQ6+Vyspn05Qu0bHAKdd95B+rrfexIF+iYWo8FAERkCoWn4SlzoimpCFWrYNcmNeg4aXH+8d/RuS4DOlQuVvfg+BihUvk40o5m53dbDrb6cTj4+1nb0dJaioowRQUR6QncDjQAehhjdjtqAWw3xnwd3uiUUiokBgBjgRHAj45l/wGeAR43xswLT1hKOSxezDfHK3LPxbdztJxbw0BeHs/On0L57OMeuxuLyaPi8WP06dyEy69+Elq1goTAi56qkmdXya4ZwApgnE3bC6lgxpL6+55QJRXu+3cmi8EKRaugpzGyY+f/RvnyiV7350kMULVCfH4SG+lJa1H8/ayj6aaIAhEZjFUs6jWgG1arBVhjae8HfCa1IjIcGAo0B+YYY4Y6ltcDtgNHXFZ/0hjzuH3RK6VU0J4G/muM+d5l2bciMgJ4C9CkVpW8o0fhs8+gf3+uzWnCioY18+efdTrtkKO7ccuLmd26cHfj+uYor/75BY3qngx9ri6pyJVN7EpqI7fvp5tgxpKGe/5PT/t3JovB7j8UrYIdJy0u1M32WE4ekxdt8bo/MGRm5xV4Tx5QoVwcqx/pHthBRahAPmttaY0q9wPDjDHvOVpnnX4AHvPj/XuAJ4AegKe7SUnGmJzih6mUUraqR8Gbbk5HgbolG4pSwLZtMG4c5Oay4JRmrNieViih7bPB6m58W+9R7DgpmRiBQf+pyxN9HHPMfvcdTJoBdevCXXeV/DGoYgu0UNQ090VYE273xKpWHPGCGUsa7vk/Pe3fmSwGu387WgXdW4+9tcTuScv0ur+731/j9T0lrTjVoH2JhBbYUB1bGXcG8L2H5RlAFQ/LCzDGzAUQkXZA4QE9SikVmX4EponIYGNMKoCIJAPPYt3Us5Vj6sjXge7A38BoY8y7du9HRSFjrNbZF16Ajh3hvvsY+eTyguvk5TF13hQSco7Ta+hUTEwsU/u3KngN9NNPMGYMDBoEQ4fq3LNRKtDfWnO353nAAeBuoiSpDWYsabjn/wzV/ovTKuip9djb/LLObrae9jd50RafXXNLKhmbv2E/4xZsC1lrvHtiO3nRFtu2XZRw9zQoxfYAZwLuBaMuAH63Yfs7RcQAXwIjjTF/27BNpZQqrv8DUoAdIpLqWJYMbCE0M1e8gFWAqibQCpgvImujYapHFWK5ubB4MQwfDpdfzuDXfuDI8RONQLUO/cWMT8Yzp2UP3m19KQBJifEnrn327oWaNaFdO5g+Hc46KxxHoWwSaKGorqEKpKQEM5Y03PN/hnv/nnirZuye2JaPiylUPMo1MfXVNbckk7HnluwIaWt8OBPLcPc0KMVewWqtcHY9riMinYCnsIqoBOtv4BxgDXAS1gXdbKxuyoWIyE3ATQB16tTJn0bLH0eOeOpBGJmiJVZPcdZMtKvWu71OSghNXP8ZF/yQyq/u6exxebT8/iG6Yg2GMeZ3EWkBXAw0cSzeBHxljLH1SyUiFYGrgLONMRnACsf0ktcBo+zcl4oiv/0Gv/8Ol1wCU6eCCGNS1vPt7wfzV+mzYTE3/fwJt/YexU7H3LKxMcLYK5pZKyxaZL33nnvg4os1oS0Fylz7ejBjScM9/6en/ZePi7F9/85W0dS0TGJFyDWGZC+to95aiQ2QnJSYn8Ce36BqoeJRrsmcr665nsboZmbnMuL9NfnjdO1KyvYdzvK43K7W+HAmluHuaVBaGWOeEpGqWC2p5YElQBbwtDHmhWJsNwNY6Xi631FQaq+IVDbGFMpYjTGvYCXYtGvXzlSuHFgBuUDXD6doidU9zv2Z4mXN8Iu02Hz9jqPl9w/RFWswHMnrF45HKJ0J5BhjtrosWwt4vvuhSjdjICUFXnwRLrwQevQgZc0eRs9dd6I+S14ez817mnK52Vx2/bPkxVipTkJcDE9e1YI+TU+CiROtFt6bboKLLgrf8ShbFZnUisgS/JxS1BhzYbEjCiFn0paZnVtk0uaqJMZE+upm62n/d3Sua/v+XRPnXMfNVm8tit5aj5OTEvl21ImvQYcJXxWZzHnrBu0r6bK7pfPUKgns9ZDY2tUaHs7EMhJb+ksLY8xDIjIeOAurcPevjqTU1t04/o3xuZZSSpU+lSg8ZeQhoNBdg6J6rURDC7rG6ENGBuWmTiV25UqO33wzuZdcwrCXV/DDzhNfD2d343dbXsKc1j0LvH3lA+cDkPXUU8SsW8fxSZPIO/NMyLD7v2z/6e/bXv601G5w+TkWGAzs48TcZOdiFYt6x97Q7OUpaXO2tvqTFIWyKq0/XVPd9x9IF0N/eGpJdPLUouhv63VxWkCLmgbIzpbOu7rWKzCmFuxtjQ9nYhnungalnTHmKCdaVv0mInFY5+BYIFZEygM5QFsgDfgNqAZMA5YaYw7ZFbNSSkUJT4X3qgBB9VqJhhZ0jdGLw4etx6uvMnbdEd6ZULAgVJ8Nixn28yfc5tLd2Ona9nWp/PffUL8+3H47lCtHfIR8zvr7tk+RSa0x5g7nzyLyLDATuMt13ISITMUaThmxInlcYSTEVlSS6Z6Q+dt6XZwWUE/JWKBxF8W1hTypQjwJcTEcyrR/ftxwJpaRUH25NHKM6/LKGHNFEZsYAzzq8vxarLm+twATgFOwWii+BAYGH6lSSkWtrUCciJxhjPnNsawloEWiygJj4IMPoE0bOOMMePFFBr/2Q4Gxs87qxlZ3Y6u6sasudSvyxOb58PJSmDMHTjqpZI9BlZhAx9QOATp4KATwIlYZ94id2CmSxxVGQmxFtYoKVgLomgj503pdnBZQ12TMW2zFael0byH/92g2ifGxPOte6t0G4U4sdf7bkPjH7Xk81sVWHWBuUW82xozFe0GpOcUJTCmlSgNjzBERmQs85ijK1wroDZwX1sBU6B08aI193bCB5Rnx3PHudtIyswusUittPzNSJvBuq0uY06pnoU00PHKAt376EI4dg2efhWrVSip6FQaBJrWCNa3PVrfl7lP9RJxIHlcYCbEV1SpqwK+WY/exwXd0rsvEvs2DTuacyZh7AgrFb+ks6RZyTSxLF2PMDZ6Wi8gUCo8BU0opFZzbsKaN/AvrZuKtOp1PKbdyJYwfDzVq8L+7HuOOZQfIziuY0F65/mtuXJnCbb1Hs7N6rUKbKJeXw6xNH0L71vDAAxAlXWhV8AJNat8AXhORMzgxwXZ74H7gTTsDs1skjyuMhNj6tE5m5c6DzP5hl9eqYEW1HHsaGzx2/m9MuqpFgeJRnt5XVNIbipbOSGghV6XSDGAFVldipZSKeiKSjv9FQ93HwBaLMeYgoZn/VkWqgwehe3cYNozRExaTnXfiqyd5uUyd9wzxeTkeuxsn5BynvjnC0H7tSb7rFahVCySiR0gqmwSa1N6PdafsLqwxXwB7gUnAFBvjsl24u3/6EorY/EkU3dd//6fdPv/H8tZy7DoVkLtjOXleWz5TVqcy7vON/Hv0xN03X1WNA23pLOoziIQWclUqhf9OmVJK2Wt4uANQpdyff8Kbb8J990H37lZDybgvT0zVA9Q6tJ8Zn0zg3ZY9mNP60kKb6J2UxXObP4OkJNLP7q2ts2VMQEmtMSYPeAp4SkSqOJZFTTe7SO7+aWds/lRTdjd50ZYCd8LceWs59tQt2J2nlk9f7/OnC3BRCaunz+Du99cw4v01+dM4RUILuYpeIjLNfRFWJfieWL1alFKqVDDGzAx3DKoU++ILmDoVmjWD48dJ2XyQez5Yg+tlad/1X/N/K1O4vfcodrhVN06Ii+HNU//hvHnvQNu2MGpUycavIkKgLbX5oimZLWuCGStaVJfbiX2be3yvr6mAnDy1fBb1Pl/x+JO0e9q+89zoXH9i3+bFGu+ryjz3WgJ5wAHgbjSpVUoppXzLyYGnnoLFi2HYMFLO6MjYqT8WKAgleblM/XwK8Xk5XD7kWfJiC6YuHRtWZ3bHqnDXM3DTTdCvn9Xd2OapL1XkKzKpFZF1QGdjzL8ish4fYyqMMS3sDE4FJ5ixor6qHycnJQadDJePi/HY8lnU+3x1AfYnaS9q+871vx11IX1aJ5Oenh4183CpyGCM6RruGJRSqqSJSDngIaypxupiVX7PZ4yJ9fQ+pQqJjYWTTuKr2x7mjtVHyVy9tsDLyWn7eTllAu+2vIQ5rQtWN44RuK1+HPcNbgkVKsCsWXDaaSUZvYow/rTUfgw4Jxr9KISxKJsEM1Z0ZI/GjPxwbaEuyPGx4rM7blHJ8PkNqjJ50Rbufn9NgZZQX+8rqguwP0l7UVMU+dqOUkoppbx6HOgPTASeBUYC9YABwMPhC0tFBefcs3v3ktL5akburE329oxCq121/iv+u/JTj9WNkxLjWXN+LDz9NCQdgmuu0YRWFZ3UGmPGefpZFU+ghZwCEcxYUee+x362sUC3j4rlfH9FvO1rYl+rZ+aoj9dxLMca5O/aTdjbFEJJifGMvaKZz8/Cn6S9qCmK3NdXKlAisgT/q4F6L/+tlFLR5RrgFmPM/0TkaeBTY8zvIrIJuBirArxShf3zD0yaxL7vV/FQ3W58vW9NoVXE5DH186eJy8v12N24XF4Ob6evhAnLYNgwuPrqEgpeRbqAxtSKSAzkF4xCRE4FLgN+NcZ8Z394pVMwhZwCEWw1ZefrrrGlZWb7jM3XvjpOWpyf0Dq5dvsNJkbwL2l3jSs1LROhYPahBaGUDTYBg4F9wI+OZecCpwLvAr4HmyulVHSqCfzq+DkDSHL8/D/gyXAEpKLApk0wahTby1VlSKuh7K50UqFVaqft5aWUSbzb6hLmtOpZ6PWK5WKZFb+N5qvXwjPPQMuWJRG5ihKBFoqaj3XSek5EKgErgYpAJRH5P2PMLLsDLI2CKeTki7dWX/dt+dM6HExs3io3F9VN2D0hnrxoS4Hl3vibtLvGFcqWcVVmZQEzgbuMMfn3TERkKiDGmLvCFZhSSoXQLqCW499tQA9gFdAB0HE9qqDsbIiPhzp1YMAAem+swuGcwqv1W/clQ1d9zm29R7HLrbsxwB31Y7j35kvgWBc4ci2cVDgpVmVboEltO6y5agH6AoeB+litFfcBmtT6IZhCTt742+rr73p2xlZUN+HitFgHOgVSJE/npKLWEKCDa0Lr8CLwA9Z83kopVdp8AnTDOs89B8wRkWFAMjA5nIGpCLNpE4wfD7fdBuedx+CMehzOOVhglZi8XKZ+/jSxJo8rhjxTqLtxpXhhVtwW2rz/OXSuD02aQPnyJXkUKkrEBLh+JSDN8XN34BNjTDawGGhoY1ylmrexnMGM8fTVshrMesWJLWV1Kh0nLab+qPl0nLSYrk1qUD6u4FfMtduvvzEpFaGEwtP64GWZUkqVCsaY0caY8Y6fPwLOB54H+hpjHgprcCoy5OZa1YiHD7fmnm3ZkpTVqXz7e8GEtva/e/l01j18f3oLbu8zukBCW61CPNMvbcCGY0to89NX8NhjVkKrlBeBttTuAjqKyOdY3U2co7OrA0ftDKw0K2pMaCBdZf1tWfV3vWCKTDljHvnRWrJzrUar1LRM3v95N31b1mTFH4fYk5ZJ1cR4RODu99fkj3UN5JjUCdqdOiK8AbwmImdgtVgAtMfqzfJm2KJSSqkSZIz5kRN1BZTi1ztHs//Lb5jRrg8/HGoBjy8ttM7Va7/g+tXzuO2KE92NBRjcvi5P9HHcG77nHjh8GF55BZL1Gkf5FmhS+wzwNlZhgJ3AMsfyC4D1NsZVqvkaExpol1x/p+/xd71gi0yN+3xjfkLrlJ1rWLTpb9Y82sPjcbkXb/IWkyoo1IXGlN/uB/7C6mY8wbFsLzAJmBKuoJRSKpREZDyw2xjzstvyW4BkY4xO61MWGcOCxeu4d+keamY3Ir1HS/6pmFRotVhHd2Mxht5DniU3xprWeGr/VtY1jDGQmmolsSNHQvXqkJBQwgejolFASa0xZoaIrALqAF86qyADv6NzkwXE2xjPQAs1+duyGkgLbFHjTz21Ev57NNvjummZOV6Py4BWJQ6C3YXGVHAc57+ngKdEpIpj2eHwRqWUUiF3HSd66rlaBYxGrwfLnvR0Nt/3KLHf/EjO5SPZUd3ztUjdf/cw/dMnmeNW3fja9nWt65fMTGvu2VWr4L33dO5ZFZBAW2oxxqzEqnrsumy+bRGVcYEWagqkErA/6xXFVyuhL97iN0ByUqJ2ow2AncW8VPGJSDusmgLzHM8rAlnGGA/1HZVSKuqdAhzwsPwfrOl+VFnyyy8wcSJbtx1iSuehZMfGe1ztmrWLuHb1Au644n52uiS9HRtWt7ob79wJjz4Kx4/D5MlaDEoFLOCkVkRuA27Hqnp8tjHmDxF5ANhujPnA7gDLGn+7Cbvyt7KvHRWAvbUSeutKXLW81a3E23ElJyXmz1kbbcI1rjWY74iyn4jUBD7FmpvWAGcAf2AN0ziGVj9WSpVOu4BOWOc7VxcAf5Z8OCps9u/nr1vv4tWkZszsNpjjcYUT2ti8XJ79/GkEQ9/rppDjUgwqKTGe2cM6wJEjcMcd0Lw5jBoFlSuX5FGoUiKg6sciMgIYA7yC1XPUaQ8wvLjBiMhwEVkpIlki8lZxtxeNRvZoTGJ8bIFlkdQl11eLa3yMFFgWHyOM7tEI8H1c7lWTU1anhiR2OzlbrFPTMjGcaLEuidgj/TtShjwL7AdOomChvA+xqsMrpVRpNAN4VkSGiUhDx+MmrFoCr4Q5NlUSNm6Ev/4iZU8OV557E6+2vtxjQnv6wT188va9fF+3BXf0HlUgoY2PFcb2agJpaVCxotXt+IknNKFVQQu0pfYWYJgxZr6IPOGy/BegmQ3x7AGewKqsXCabnezqJhysoloffbW4juzRuNB7uzWq4vO4gKgsehTOca3h/o6ofN2AbsaYf0UK3ND5HagbnpCUUiq0jDFTRORkYBpQzrH4OPCcMeap8EWmQi47m/i33uLArPd4qn5XPmzQASpW97hq/7WLGLx6IXdefh87Tqpd4LVqFeJ5oktter07FWJjre7GZ55ZAgegSrNAk9rTgQ0elmdjQxJqjJkL+WPUahexeqllRzfhYPhTVddXwSlPcaenp+f/7On1jpMWR2XRo3CPaw3Xd0QVkIh1IeeuBlb3Y6WUKpWMMaMdjRtnORZtMsZkhDMmFWK//w4TJvD3tt3c2/RKfqzV1ONqcbk5PDNvCgJcNeRpJg9sV/h6ZfNma/xslSrW/LNK2SDQpPYPoA3WdD6uLgU22RJRABzdXW4CqFOnToEEKlhHjhwp9jZKQijifHLhJo8J5pMLN+W3uHZrVIVHL23Ec0t2sO9wFqdWSeCurvXo1qiKx8+/qDh9JYd2/D795SnO+Rv2FzrOXmdbNTBOrZLA3sNZhd5zapWEkMZdlr+fEWgZMBR40PHciEgs8ADwdbiCUkqpkmCMOQL8HO44VOilrE7ll3EvcdKBTF4/5/84XL6Sx/Xq/5PK1HmTea9FD95r3ZNnndP0uPrtN7jzTujSBe69V6frUbYJNKl9GpguIhWwxtR2EJHrsC7ibrA7uKIYY17BMX6jXbt2prJN/fDt2k6o2R3nPg9JmnO5674GdKjMgA6N/N6urzh9FT0q6d+D6/5SVqcybsG2/CR/7+Esxi3YRvnyifRpncwDPZt6bLF+oGfTkMddVr+fEeh+4BsROQdIwBpP1gyoCnQMZ2BKKWUnEfkMuNYYc9jxs1fGmCtKKCwVYosW/MTK597g1VaXQeMu0BgoONwm38DVCxmwbhEjLr+P7dVrn5imxyk7G2JioFEjGDsWOnTwui2lghFQoShjzJvAWGACUAF4GxiGVSTqO1/vFZGlImK8PFYEF76yk7fquaGsqhupRY98jZkFq/vvxL7NSU5KRLDGFE/s21y7BJchxphfgeZY574vgPJYRaJaG2N+D2dsSills384McnBQcdzbw8V7Yxhzv1TSLz9Fk469DeJ2VlWAuohCY3Pzeb5Tydx3q619Lt2MjtOqs3U/q2saXqcDhyAu+6Ct9+2tnHeeZrQKtsFM0/tq8CrjiIBMUAsVkXkF/AxrtYY0yXIGFUJ8TVeNlQiteiRP2NmdVxr2SUi8cAKYIgx5tFwx6OUUqFkjHHtjXcb1lzcud7Wt4OIDMca4tEcmGOMGRrK/SmHQ4f4/Za7Oe3HdcxsexlfNzzXawJa/5/dTJ33DO+36M67rXsSHys8269lwWujtWutltnkZLj88pI5BlUm+ZXUikgSVtLaHaso1CTgeeBhrK7Hm4D/FjcYEYlzxBQLxIpIeSDHGJNT3G2rooUrwYzE5FDnglW+GGOyRaQ+nqdnVkqpUslRN+AQ0BL4NcS7K/MzYpSoXOseRcq2w6z+pzwLLh3BgUrVvK4+aPUC+q/7krsvu5c/TqpNtQrxPHp5s4LXc8uWwbhxVjI7fDjEBdyWppTf/P12TcCaVHsmcAnW/IwXAxWBS40x39gUzxjAtdXjWmAcVpdnVQIiMcEMh3C0WquoMxNr+MXIcAeilFIlwRiTKyI7OTGVTyj3pTNilJQ//mD7/Y8yPS+Zj8/sBG16eV21XE42U+ZNARH6XfsUceXLM9V9+JUxVutu8+YwejRcdFEJHIQq6/xNansBNxhjvhKRF4FtwO/GmBF2BmOMGYsmsKVCUfPdRrpI7RatIkpFYLCIXAysAgqUfDbG3BmWqJRSKrQeByaJyLXGmL/DHYwqhpwcePdd/nrxNRbGnsbiti18rt7g7908M/8ZPmjZnXdb9STZ07XRvn3wyCNw883Qtq0mtKrE+JvU1sLRzcQY84eIHANeDVlUKqr5M99tNNBWa+WJiLQANgJNgV8cixu4rabdkpVSpdV9QH0gVUT+pPANPd+ZUYgUNc1jNEw1V9Ixxk+fzt8LvmZU/R6sqNvSZ/Gmwb/Mo/+GxWx78hlGX9mZ0S6vOT/rmHXrKDdhAqZ+fbJq1oQSnJrRnf6+7RENMTr5m9TGYI2ldcoFjtofjioNfFUO1iRRlQKrgdOMMV0BRGQ+cKMxZm8gG/FVBEVEumHVMagL/AgMNca4zw+ulFLh8FFxNyAiS4HOXl7+1hhzfqDb9Geax2iYai7kMWZlwfr10K4dC869lLEHz+CvWO9DlhNyjjNl/rO0qluN2tvXUf/4cc8xLlgAzzwDvXvDrbdSLgLGz+rv2x7RECP4n9QK8I6IOCcyLY9VAblAYqtzkynwXjk4NS2T+qPma1deFe3cb2V3IrgiJh6LoDgqy88FbgQ+x+rq9z7QPphglVLKTsaYcTZso4sNoahArVoFzz5rzRk7axbjf/7HZ0Lb8O9dTFkwFYYOpfYER9vs8eOeVz7lFLjnHrj0UvvjVsoP/ia1M92ev2N3IKr08FY5GKw+mdHaHdkf0T6WWAUlqMn2fBRB6QtsNMZ86Hh9LPC3iDQxxmwuZqxKKRUVdEYMG6WlwQsvwNdfW5WIhw2DhASvjRAAQ1Z+Tp9fl7J09FOMuKO355X+/RemTYM77oB27UITu1J+8iupdZufTCmfPFUOdheK7sjhTihLy1hiVSRD4TGzdo6hbQaszd+wMUdE5HfHck1qlVIlTkQOAw2MMX+LSDo+znnGmCo27VZnxCguZxXinBzYvx+mT4ezzsp/2VMjREJ2FlPmP0tcfCx/zp3PiPYNPW97yxZ4+GGoXh3y8kJ5FEr5Jfwd3lWp41452Nv/fM47hHYko5GQUOpY4jIj1MMxKgEH3JYdAjwOaimqOIov0VQAIlpi9RRnzcTIrBt2UkLkxeXt++vP7/+iZ4KfXfCre7wN7wxctHxXA3QH4PzlDC+JHeqMGMW0fbvV1fjmm6FZM6tF1U3XJjWY/cOu/Ou0Mw/sYPL/nidv6PW0Hj+60Pr5vvoKJk+Gzp3h3nshISE0x6BUADSpVSHhrBycnp7OJS/87LE7cq2kRNuS0UhIKL114/HVvUdFpVAPx8gA3Fs6qnDigrIAf4qj+BItBSAgemJ1j3N/ZlA91EtEpMXm63dc1O+/OMdi93crWr6r/jLGzPT0s4pAWVkwaxa8/z6ccw6cfLLH1VJWp/LxqtT8hPb6lZ/Se9Mylox+khHDvXQ3dvr9d/jvf+Gaa3xWTFaqJGlSq0LOU3fkxPhYRvZobFsyGgkJpbexxLWSgqkhpCJVCQzH2Ahc73wiIhWBho7lSikVEUTkQsDZl/VXY8zicMajsLobjxgBBw5Yc8V26uQ16XRefyUeP8bTC54lJyaWgQMmcHJGZUZ4ekNGBnz6qTUm9+abQ3gQSgVHk1oVcu7dkV27GN/9/hqP7wk0GY2EhNJX8q6UO29FUIBPgMkichUwH3gEWKdFopRSkUBE6gMfAy2wqrgD1BKR9cBVxpg/whZcWfXHH3D0KJx9Ntx5J5x+OlSoUGg153Av5/VS4/1/MPGLF/i42YXMbtML8HL9tXs3PPggxMTABRdAFbuGTStlH01qVYlwdkd2Z1cyGgkJpa/kXSkPPBZBMcaMdSS007G6Nv8IDAhDfEop5cnrWMMhGhhjdgGISF2soRmvAReGMbayJT0d3nwTUlLgiiuspLZp00KrpaxOZexnG0nLzLYWGMMNqz7jsk3LGdnzTn4/+fT8dQtdf61aBY8+Cs2bW4Whcr0XAVUqnDSpVWFlVzIaKQmlt+RdKXe+iqAYY74CmpRkPEop5acOQHtnQgtgjNklIncD34cvrDJmyRKYOtVqNZ0wAdoXnsq8UDILVDieyVMLppIbE8vgAU9wLL58/muFrr+Mgddfh169rC7HMTFWIq1UBNKkVoWVncmoJpRKKaVUyO0CPHWnKg/sLuFYyp7Dh61ENjERBg6Efv0grvDlvHshToCm+3/niS9eIuWsLrzd9rJC75nYt7l1HZWbC5s3W1WTn31WqxurqKBJrQo7TUaVUkoB1Bs13+Pymokm4io1l2H3AtNE5E7gZ6w5a88FpjpeU6GwfTu89pqVbM6ZY7XMemiddSpQiNMY/vtzCj23fseoS4bzW416hdZPTkq0rsWOHIHHHoPffoPZs63kWakooEltGWHHXLBKKaWUKvPmAAnAt0CeY1kMkAvMFpdqu8YYrShUXAcOwBtvwKJF0LYtTJoE5coV+TZnwaeKWUd5cuE0RgOxowAAJGhJREFUcmNiGHLN42SWK19o3fxux3v3wujRVkvttGma0KqookltGWDXXLBKKaWUKvOGhzuAMiEnx+pW/NdfVnXjyZOtpNZPtZISqbZpPWO/epnPzurMrLaXF3g9RiDPWC20I3s0pk/zmjBkCNSqZRWGKmVzLavST5PaMsCuuWCVUkopVbYZY2aGO4ZSLSsLPvrIqmg8Y4Y1rvXll73ON+uRMby8fwnHF89l9CXD2erS3bhahXgevbxZweu/o0etBHrcOKhf3+MYXaUinX5rywBvc74GOhesUkoppRSAiFQHTsHqepzPGPNreCKKcllZxH3yCXz6qVV1+PrrT8wHG0hCe+gQqf0Gs/dAJndd/RjHExLBmBMtsq7JrLO68TffWFMDnXGGvcekVAnSpLYMsGsuWKWUUkqVbSLSGngTaO5chFUsyvlvbJhCi07ObsYHDhD38ccwYAD06RPceNaffuLvm2/njZrn8HqPS61k2Jj8MbMFEtrjx63xuT/+CI88oq2zKurpN7gMsGsuWG+0CJVSSilVZrwBpAJ3AfuxElkVqIwMq1X2o4/g+eehdm2OvfUW8dWqBb4tY6wxt/PmcU+nm1hWoVaBlwsNOcvKgpEjrcJQ06ZBw4Y2HJBS4aVJbRlg51yw7rQIlVJKKVWmnAFcbYzZFu5AolJaGrz9NixYAJUqwXXXQY0a1mvBtJampcGwYVZF5AULWP7ENx5XKzDkrFw5OO886NbtxL6VinKa1NooklssQzUXrBahUkoppcqUFUBTQJNafxkD27ZZY1ZFYMsWuOce6Nq1eN1+f/zRanHt1w/uuIOUNXuIESHXFG48r5WUCL/+Cl9/DcOHW92clSpFNKm1SVltsdQiVEoppVSZ8n/AayLSANgAZLu+aIxZFpaoIlFOjlWE6cMPYetWmDkT6tSB6dOLt11j4KmnYOFCq/twq1b516GeEtrE+Fgm1UiDu5+Eiy6CvDyI1aHPqnTRpNYmZbXFUotQRa5I7jmglFIqap0BtAZ6eHhNC0U5bdsGo0dDejr07AljxkDt2sXf7sGDcPPNVhfizz+HypVJWZ3KvR+s9ZjQxoows8pOzp39Pvz3vzB4cGDVlJWKEjFFr6L8UVZbLEf2aExifMH/v+wsQqWC47xjm5qWieFEz4GU1anhDk0ppVR0mwF8hVX9+BSghsvjlDDGFV7GwJo1MHWq9XOdOnDNNVYr7V132ZPQfvcdXHklnH8+vPNOfkLrrYUWIDbnOOf+vtpKsK+9VhNaVWppS61NymqLZSiLUKngldWeA0oppUKuNnCpMeb3cAcSEY4cgS++sCoZ79plFWBKT7fmmL36anv2kZcHTz5p7efZZ6FNm/zeWJ6uPQHK5WTT8OBuDp/ZDJ58EWK0HUuVbprU2iTU0+ZEslAVoQoVT91yuzWqEu6wbFVWew4opZQKuS+BtkDZTmoPHYKqVWH1apg1Cy67DC6/HE6xubH6n3/gllus7saffgpVqhSq4+KuYtZR7l82k2rHMzG3XqEJrSoTNKm1ibZYRgdvBb0evbQRAzpUDnN09imrPQeUUkqF3P+AKSLSAlhP4UJRc8MSVUnIzoZlyyAlBf780+pafN550L598aoYe7N8OTz8MPTpA3fdRcqaPUxetNJr6yxA9aOHeHDJG+TFxBA77Tl6nXO6/XEpFYE0qbVRtLVYlkXeuuU+t2QHAzo0ClNU9ivLPQeUUkqF1IuOfx/08JothaJEJMGxn4uA6litwqONMQuLu+2gLVliVRrOyoLu3eHuu08ksna3hOblwcSJsHgxPP00tGtXZOssQExeLmMWv8aRCpVJenYyvTqeaW9cSkWwiElqI/IEpkodb91v9x3OKuFIQkt7DiillAoFY0xJ9GWNA3YDnYFdwKXAByLS3BizowT2X9hpp8H111sJbYUKodvPgQNw++1Wd+O5c60uzni+KV+AMeTFxDL34mu5ZkAXLv9Pg9DFqFQEipiklkg8galSx1u33FOrJIQhmtDSngNKKaWikTHmCDDWZdE8EdmONZZ3RzhiokkT6xFCsStWWC2zl10GI0YUqFTsqyZGqz1bGLThSxKnP8/l5/UKaYxKRaqISWoj8gSmSh1v3XLv6lovfEEppZRSEU5EvsOqepzmeD4RmGyMOeh4fjLwizGmbgj2XRM4E9joY52bgJsA6tSpQ3p6eoHXjxw5YndY9snNJX7KFGKXLePI2LHktWsHGRkFVjm1SgJ7PfQq67T9F+5c9Ql5/a/mrLNPKXTcdovoz9FFNMSpMdorYpJad/6cwJQKlLduuaWt+rFSSills/ZAOZfntwOvAgcdz2MB27sHiUg8MBuYaYzZ7G09Y8wrwCsA7dq1M5UrFy7+6GlZ2O3fD8OHQ/nypL/9NpXrer4n8EDPpoVuyl/527c8uOsbajw1Bvr2LamII/Nz9CAa4tQY7RORSa2/J7Ci7soFI1ruSGicwevWqArdGp1TYJlrnPM37Oe5JTvYdziLU6skcFfXevQ6u2ZJh+lRJH6enkRLnEoppYImRa/i5Y0iS7GGm3nyrTHmfMd6McDbwHFgeLD7i1hff20VhOrVy+pu7NY66z4F4VVtk1my+YD1vGp5/ls/gRrDn4CuXcMTv1IRpMSS2lCcwPy5KxeMaLkjoXHaq3LlyqSsTmXcgm35d0L3Hs5i3IJtlC+fGDHjU6Pp81RKKaXcGWO6FLWOiAjwOlATq9tzdhFviR65ufD44/D99/DEE9aUQG48TUH48apUJl55Nn0Ob4POnUG6lXTkSkWsEktqy/wJTEUFb1P+TF60JWKSWqWUUioMjOPhvixUXgKaAhcZY7xXSYo2e/fCnXdC+fIwZw5Ur+5xNU/XI8eOZ5P60GMgf8IZZ0CyXpco5RRp3Y9L5wlMRQ1v1QV9VR1USpV+9UbN92u9momG/ZlB98pUKpIJ8I6IOKsVlQdeFZGjjue2TSMgIqcDNwNZwD45UQX4ZmPMbLv2U+K++MKqbtyjB9xzT4Hqxu7crzti83IZ/t37NN6/DT6fqQmtUm4iJqkttScwFVW8TflTKykxDNEopZRSEWOm2/N3PKwzy44dGWN2UowxuxEnJ8fqbvzjjzBuHHToUORb3K9Hrl81j6YHtjPjyju4KMRTCykVjSImqS11J7AguRcFGNmjsXZ7LUHepvwZ2aNxGKNSSimlwssYc0O4Y4hKqalWq2y5cjB7Npx0ktdV52/Yz/Pf/MyetEyqJsYTHytk5+SBCJ+e1ZnFZ3dixEAtCqWUJzHhDkCd4CwKkJqWicEqCjB67npSVqeGO7Qyo0/rZCb2bU5yUiICJCclMrFvc72xoJRSSqnALFwIN94I55wDM2f6TGhTVqcydv5v+deAaZnZJGYd44nlb9L4wA7KJ5/GiKEX6vWIUl5ETEut0iJFkaJP62T9vFVEcFSNbw/kOBalGmO024BSSkWynBx47DFYtQrGjIGOHYt8y+RFWziWk5f/PPH4MUYufYOTyGbRUwN8JsRKKU1qI4oWKVJKeTDcGPNauINQSinlh9274b77ICHBap09+eRCq3gaauZ6rZd4/BgPLn2DCsczebDbMHpqQqtUkcpkUhup41a1SJFSSimlVJSaNw9eftmaQ/beeyGm8Cg/T/PPjp67nqQK8fx71JrJsvHfO0nMzuLxbsOoeFrNEj0EpaJVmUtqvZ1MgLAntlqkSCnlwUQRmQRsAR4yxiwNczxKKaVcZWdbVY3XrYMHHoBOnbyu6m2oWUJcDNXyjnMsJ481tRqz/tRGlEsox1i9BlTKL2UuqY3kcavO/UdiK7JSKiweAH4FjgMDgM9FpJUx5nfnCiJyE3ATQJ06dUhPT/d740eOHLE32hCyI9aLnvkm6PfW9LPDzEkJJuh9lDSN9YRA/m6KEk1/V8oGO3fC/fdb3Y1few1OOcXn6t6GlB0/lM6nO+by9dFEnmx1JadWr6TXgEoFoMwltZE+blWLFCmlnIwxP7o8nSkiA4FLgedd1nkFeAWgXbt2pnLlygHtI9D1w6m4se7PLJlZ40pqP3bQWC12/x1E09+VKoZPP4XXX7cKQY0c6bG7sTtPQ80Sjx/jie9mUa9BRW557SluqV49VBErVWqVuSl9vI1P1XGrSqkoYND5vJVSKryOH4cHH7QS2nvusboc+5HQgjXULDE+Nv95+exjPLLsTdrVKMexiRNBE1qlglLmklr3kwnouFWlVOQRkSQR6SEi5UUkTkQGAxcA/wt3bEopVWZt3w5DhsCff8Krr0KXLgG9vU/rZCb2bU5yUiICnFK9CmddfB51Z87QhFapYihz3Y913KpSKkrEA08ATYBcYDPQxxizNaxRKaVUWTV3LsyaBe3bW92NY2OLfo8HfVon0+fMJFixAnpcDFxsvWDj2G6lypoyl9SCjltVSkU+Y8wB4Jxwx6GUUmVeVhY8+ihs3Qp33gkXXlj87Y0eDYcOWS29CQm2hKlUWVYmk1qllFJKKaWKtG0bPPssNG0KI0bAqacWb3vZ2fDww3DgAEybpgmtUjbRpFYppVTUqDdqfrhDUKVQcb5XOyb1sjESFVE+/BA2b7aS2nLl7NnmtGnwxx/WvzVq2LNNpVTZKxSllFJKKaWUV8eOwZgxkJhotaraldAC9OsHTz8NtWrZt02llLbUKqWUUkopBVjjZp97zpqmp25de7ZpDLz1FnTqBI0a2bNNpVQBmtQqpZRSSin13nvWGNqpUyE+vlibSlmdmj/Txo3bvuHG1J+o2aaNPXEqpQrR7sdKKaWUUqrsysyEBx+EqlWtbsc2JLSj564nNS2TXpuW0XnlF9zZtA8peSfbFLBSyp221CqllFJKqbJp82Z4/nlrip3atW3Z5ORFW8jMzqXuv3sZuPZ/TO8wgB9POYM/F23RKSWVChFNapVSSimlVNmzejX873/WGNo4+y6J96RlArCr2mnc33MEqVVPKbBcKWU/TWpVgXEftZISGdmjsd5JVEoppVTp1qoVtG5t+2Y7H/2T1quWMq3jwPyEFqBWUqLt+1JKWTSpLeOc4z4ys3MBSE3LZPTc9QCa2CqllFJFcJ/jtmaiYX+m+PVenePWOxF5B+gGVAT2AU8ZY16zeSe2bg6ALVuY9Mv7vFLlLHLlROmaxPhYRvZobP/+lFKAFooq85zjPlxlZucyedGWMEWklFJKKcVEoJ4xpgpwBfCEiLQNc0y+7d4NDzzAqb0upsX4USRXq4AAyUmJTOzbXBsLlAohbakt47yN79BxH0oppZQKF2PMRtenjkdDYFV4IvLDzJlw1lkwciR94uLo08aewlNKqaJpUlvG1UpKJNVDAqvjPpRSSikVTiLyIjAUSARWAwt8rHsTcBNAnTp1SE9PL/D6kSNHgo5j/ob9PLdkB/sOZ3FqlQTu6lqPXmfXPLFCXh7ExMAtt1jPM4NrGChOjCUlGmKE6IhTY7SXJrVl3MgejQuMqQUd96GUUkqp8DPG3CYidwAdgC5Alo91XwFeAWjXrp2pXLlyoXU8LStKyupUxi3Yln+dtPdwFuMWbKN8+USrO/GxY3D//XDlldC1a8DbtyPGkhYNMUJ0xKkx2kfH1JZxfVonM7Fvc5KTEnXch1JKKaVCTkSWiojx8ljhuq4xJtcYswKoDdxa0rH6rD2SkwNjx8KBA9CiRUmHppRyoS21ij6tkzWJVUoppVSJMMZ0CeJtcVhjakuU19oj/x6FJ5+ELVvg+efhpJNKODKllCttqVVKKaWUUhFDRE4RkQEiUklEYkWkBzAQ+LqkY/FWY6RlzBFYtw6eegpqa0EopcJNW2qVUqoMqjdqfkDzaborzvya7vN6+qM4sSqloo7B6mr8MlYDzE5ghDHms5IOxFPtkSRyGHrN+XB2X4iPL+mQlFIeRFRSWyITbSullFJKqYhljDkAdA53HED+8KzJi7awJy2TfnvXcNf+n6k97hJNaJWKIBGV1GJNtP1/xpgsEWkCLBWR1caYyJ2TLAgpq1PzT461khIZ2aOxjmlVSimllIpA+bVHli+HR7+Ge++FhIRwh6WUchFRY2qNMRuNMc5y7a4TbZcaKatTGT13PalpmRggNS2T0XPXk7I6NdyhKaWUUkopT1avhscegxtvhF7BD79QSoVGpLXU2jrRdjBCPcnwkws3eSwN/+TCTXRrVMXv7UTLZMgap700TqWUUioM1q+35qIdODDckSilPIi4pNbuibaDEcpJhvcd9nw4+w5nBbzfaJkMWeO0l8aplFJKlbAhQ8AYEC1Yp1QkKrHux9E00XYoeSsN7225UkoppZSKAJrQKhWxSqylNpom2g4lT6XhE+NjGdmjcRijUkqpwAQzLY9SSimlVChETKGoSJpoO5T6tE5mYt/mJCclIkByUiIT+zbX6sdKKaWUUkopFYRIGlMbMRNth1p+aXillFJKKaWUUsUSMUltJE20rZRSSimllFIqOkRM92OllFIniEh1EflERI6IyE4RGRTumJRSSimlIlHEtNQqpZQq4AXgOFATaAXMF5G1xpiNYY1KKaWUUirCaEutUkpFGBGpCFwFPGyMyXBMcfYZcF14I1NKKaWUijya1CqlVOQ5E8gxxmx1WbYWaBameJRSSimlIpYYY8Idgy1E5ABWxeTiOhn424bthJrGaS+N0152x3m6MaaGjduLaCLSCfjQGHOqy7JhwGD3Ob9F5CbgJsfTxsCWAHYVLd8niJ5YoyVO0FhDJVSxlqnzYHF4uSaMhu+QxmifaIhTYwyOx3NhqRlTa9eJXkRWGmPa2bGtUNI47aVx2ita4oxgGUAVt2VVgHT3FY0xrwCvBLOTaPo9RUus0RInaKyhEk2xllaergmj4feiMdonGuLUGO2l3Y+VUirybAXiROQMl2UtAS0SpZRSSinlRpNapZSKMMaYI8Bc4DERqSgiHYHewNvhjUwppZRSKvJoUltYUN34wkDjtJfGaa9oiTOS3QYkAn8Bc4BbQzCdTzT9nqIl1miJEzTWUImmWMuSaPi9aIz2iYY4NUYblZpCUUoppZRSSimlyh5tqVVKKaWUUkopFbU0qVVKKaWUUkopFbU0qXUjIgki8rqI7BSRdBFZIyI9wx2XJyIyXERWikiWiLwV7nhciUh1EflERI44PstB4Y7JXSR/fq6i7Dv5jojsFZHDIrJVRG4Md0zKt2j5nUXT3wFE9vklGs7PTpH8ObqKtu9nWRbp57xo+S5F6t9mpJ/fIvVzcxUt30F3pWaeWhvFAbuBzsAu4FLgAxFpbozZEc7APNgDPAH0wCooE0leAI4DNYFWwHwRWRuCQjfFEcmfn6to+k5OBP7PGJMlIk2ApSKy2hizKtyBKa+i5XcWTX8HENnnl2g4PztF8ufoKtq+n2VZpJ/zouW7FKl/m5F+fovUz81VtHwHC9CWWjfGmCPGmLHGmB3GmDxjzDxgO9A23LG5M8bMNcakAP+EOxZXIlIRuAp42BiTYYxZAXwGXBfeyAqK1M/PXZR9JzcaY7KcTx2PhmEMSRUhWn5n0fR3AJF7fomW87NTpH6O7qLt+1mWRfo5L1q+S5H4txkN57dI/NzcRct30J0mtUUQkZrAmUCk3OGJBmcCOcaYrS7L1gLNwhRPqRLp30kReVFEjgKbgb3AgjCHpIoQjb+zSP87iGB6fi4B+v2MbNF0ztPvUkD0/BYC0fId1KTWBxGJB2YDM40xm8MdTxSpBBx2W3YIqByGWEqVaPhOGmNuw/pddwLmAlm+36HCLdp+Z9HwdxDB9PwcYvr9jHzRcs7T71LA9Pxms2j6Dpa5pFZEloqI8fJY4bJeDPA2Vr/84ZEaZ4TKAKq4LasCpIchllIj3N/JQBhjch3dfmoDt4Y7nrIqkPNIuH9n0XJuDiTWCKXn5xCKhO9nWRYN57xoONdF8TlOz282irbzWZkrFGWM6VLUOiIiwOtYg8wvNcZkhzoud/7EGcG2AnEicoYx5jfHspZEeLeFSBYJ38kgxRFBY5XKmiDPI2H5nUXLuRn0/Kw8i5TvZ1kWDee8aDjXRfE5Ts9vNgn3dzAYZa6l1k8vAU2By40xmeEOxhsRiROR8kAsECsi5UUk7DcqjDFHsLrzPCYiFUWkI9Ab625PxIjUz8+LiP9OisgpIjJARCqJSKyI9AAGAl+HOzblWRT+ziL+78ApUs8v0XJ+dorUz9GLqPl+llVRdM6L+O9SJP5tRsP5LRI/Ny8i/jtYiDFGHy4P4HSsSnjHsLoxOB+Dwx2bh1jHcqJyn/MxNtxxOWKrDqQAR7DKgQ8Kd0zR9Pm5xRkV30mgBvANkIY1pmU9MCzccemjdPzOouXvwCXeiD2/RMP5ORo+R7c4o+r7WVYf0XDOi5bvUqT+bUb6+S1SPze3GKPiO+j+EEfwSimllFJKKaVU1NHux0oppZRSSimlopYmtUoppZRSSimlopYmtUoppZRSSimlopYmtUoppZRSSimlopYmtUoppZRSSimlopYmtUoppZRSSimlopYmtSqiiUg/ETEuz4eKSEaYYpknIm+FY99KqbJHRMaKyIYi1pkuIktDsG8jIv3s3q5Syl4iUs/x99ou3LEEwu7ruWj9HNyJyFIRme7tufJOk1oVFBF5y3HyMCKSLSJ/iMjTIlIxxLt+H2jg78oiskNE7gthPEqpMsrtPJgjIrtE5CURqWbTLp4GOtu0LaVUlHE5v3h7vBXuGP3h5SZZQNdzpY2PpL4vMLqk4ykN4sIdgIpqXwHXAfFAJ+A1oCJwq+tKIhIH5BpjTKEtBMgYkwlkFnc7SillE+d5MA44C3gDSAIGFnfDxpgMICw9U5RSEeE0l58vA151W5YJ2HUTLWAiEm+MyQ7mvXo955kx5mC4Y4hW2lKriiPLGLPPGLPbGPMuMBvo4+wy57gL9TuQBVQUkaoi8oqI/CUi6SLyjXs3EREZIiI7ReSoiMwDarq9XujOlohcKiI/ikimiPwjIp+LSHlHl7zTgcnOu5ou7znPsf+jIpLqaF2p4vJ6BUcrTIaI7BeRB+3+8JRSpYLzPPinMeYLrNaH7s4XReQGEflVRI6JyFYRuVtEYlxev9mx/JiI/C0iixw3Agt1PxaRWEePmH8dj6lArGswnrqqOc5l81yeXyIiyx3bOOjYZ1NfBykijzjOzVkisk9EZgX3cSml/OU4t+wzxuwD0tyXGWMOuax+uoh86biu+VVELnbdloicJSLzHddff4nIHBE51eX1GBF5WER2O/7O14tIb5fXnd17B4rIYhHJBG52vOb1PCciOxyb+NDx/h2O5X5fzzleu1ZEfnaJ/0MRSQ7k8/R0bSduQ8vEQw8/9/NqUbGISBfHsXZzHM9REVkpIm2crwNvYl0bO1vdx3ral4djKCciT4rIn47t/iwiPVxejxeRaSKyx/F73C0ikwL5nKKVJrXKTplYrbYA9YFBwNVAS6zEdj6QjHW3sTWwDFgsIqcBiMh/gLeAV4BWwOfAY752KCKXAJ8BXwJtga7AN1jf7b7An45tnOZ4ICLNgS8c72vpWK8VVguL09PAxcBVQDdHvBcE9GkopcoUEWkAXAJkO54PAyYAjwBNgXuBB4DbHK+3A14AxgGNsc41//Oxi3uBYVgXkh2wEtrBQYRaEZgKnAt0AQ4Bn4tIOS/HdRVwnyPuM7DO4T8FsV+lVOiMB6ZhXdf8DLwnIpUAHNdZy4ANWH/3FwGVgE/lxE22u4CRWOeo5sAnwFwRaeW2n4nAi1g9U1KKOs8B5zj+HYZ1HXYOHhRxPQdQDnjUcXyXAScDc/z8bJzsurbzN5aJwCigDfAPMFtEBPgOGAEc5cT16dN+7vtNrGEpg4CzgZlY5++WjtfvBK4EBmCdr/sDWwI6umhljNGHPgJ+YCWf81yenwv8jdVKMRbroq6my+sXYnWjS3TbzhrgfsfP7wJfur3+mvU1zX8+FMhwef4t8J6POHcA97ktmwW87rasFWCAU7BO9FnAYJfXK2HdJX0r3J+9PvShj8h4OM6DOY5zW6bjHGKAux2v7wKuc3vPCOBXx899sRLKyl62PxbY4PJ8D/CQy/MYYCuw1GXZUmC6hzjn+TiOikAucL7LMgP0c/x8D9ZFUXy4P3N96KOsPoB+rtdDLsvrOf5eb3ZZluxYdr7j+WPA127vq+ZY51zH81TgEbd1lgLvuO3nXrd1fJ7nHM/zzycuywK6nvNw3E0c263tFl87L+v7dW2H5+vGQufVImLp4njew2Wdjm7rFDh+b/tyfQ40BPKAum7vSQFedPw8DfgakHB/Z0v6oS21qjgucXThOAZ8j3UX8A7Ha38aY/a7rNsWqAAccLwnw9Ht5GysP1Kw7vB977YP9+fuWmP98QaiLXCtWxzfOl5r6HiUc923sca2rQ9wP0qp0m8Z1k2xc4HngQXANBGpAdQBZridayZx4pz3JbAT2C4is0XkehGp7GknIlIV626+63kpD/gx0IBFpKGIvCsiv4vIYWA/VoJc18tbPgTKO+J8XUSuFpGEQPerlAqpdS4/73H8e4rj37bABW7not2O1xqKNfyqFieuhZxWYLXIulrp/MHP85y/fF7PiUgbEflUrGEQ6S5xeDtvubPt2i6AWHz9ToLRBhDgV7fPuxcnPu+3sP5P2ioiL4hIL5fW+FJNC0Wp4lgG3ITVKrvHOIoFWD0rOOK2bgzWhVMnD9s5HMIYPYnBagF+1sNrqcCZJRuOUiqKHTXGbHP8fKeILAEeBl5yLLsFq6tZIcaYdMcYqwuwusSNBiaIyDnGmD2e3uOHPKyLHlfxbs/nYQ3NuBnrnJcD/Ip1wecpzt0i4uwefRH/3969hVhVxXEc//6NoBdf6kXoRaoHwYgIoqB6qIgwLDIhIYLMLlL0koUwXexGyRhCFwSlO+RDIYVRUTSMOVOiQTONmA465gxdJEdyaGLIiP49/PbRM7tz5swtx+P8PjAPw9l7zTp72P/zX3ut9T+wHngqIq7IzHKsN7OZcaJgU2ZmkYtVBjNz0BawWt8G8Sv/jRnVykU+q+/5Svt149x0CH2zxuecLMx3BC357aRO3JqCMWPoBPtSXUSrch2nMsCcU7RzealtKIpuZWZXRMwHbkQx+x2gJyJuKB6EnrFmxcjd/jcjmdmXmQPZuPpdFyr69E9xTvXPkeKYfcCVpfPKv5d1o5u2nr8oFVIp+rKwRj/6UtX4DqJgceJvF0Hs4gZ9MTN7Bu0nOws9mb+wVqypHJyZf2dme2a2AJegpcCLy42mCsIcZnRcCjRDXG2Q0dVRQfu+Kuech5bKvZCZbZm5D5hLg4fcmflnZn6SmQ+jhGohWk5nZqe/LnTPDtSIR8OZ+TuKV+V7+mr0wKumYkVewziHcqpyLlY2Vj63AA0cH8vMjszsZeIznuPN7UbF0FChqgXT3BeonZ820o0G3PNqXO+fKwcV/9MtmfkAmsW9DrhoEn1sKp6ptVOlDS1r2RoRq4FeYB4qqtKWmZ1oH8COiGgBtqA9CUsatPs82iDfh/bkBqo8uikzR9DeiGsi4l1UpfQo0ArsjIiNwCZgGAWpmzNzZWb+ERFvAK0RMYgC9homHnzMbJbJzC8jYi/wBCok8mpEDKFlyWej5WPnZ+baiFiMlox1AL+hwihz0QO+Wl4GWiJiP1oy9yBKvg5XHdMOvBQRt6B9sCvR8sD+4vVjqP7BfRHxI9p79yKara0pIpajfGEX2j+8DCWHB8ZzTcxsxm1AhZrei4hWNHC7ALgd7ZEdRnHg2Yg4AHwL3IlW113WoO0x41xxTD9wfURsR7nYsRrt1M3n0L7d48BDEbEBbVd7biIXYAK5XTuwIiI+QtfpcUaPl6bcl0I/cE6oSnU3migaafAe9kfEZuDtiHgEPaw4F+XLP2TmBxGxCn0mfIfi9B1oReRPk+hjU/FMrZ0SmZnATShYvIaSrfdRxc9fimN2Aveg77ndjYqoPN2g3U/RwHcRCgrbUWJYWWKxBiV0B1FwIjN3o+V+84vje1CFuuo9wI8C21D1v22oYmDHZN67mc0661Es+wJYgZao9aDlafcDh4rjhoBb0UO/XhR37i0e8tVr9y20fWIX+gzfXDrmzaqfr9FDuw8rLxbLz5ahWeE9KNl9EiVp9QwV76ezOGcpcFtmHhrjHDM7TRTbGa5CudFnwPfo3j/OyXv/FTSwXYfu8yXA0szsadD264wd50AVka9F+3i767RTN5/LzEHgLhQv96KB9Kpxvv1q48nt1qJcdSv6poyvqvs8XX3JzB3ARlQ1eRBYPc5T70afA+vQ58bHKKcdKF4fRlWsv0GD3kuBRY0GzGeC0FjDzMzMzMxs9gh9h/fRzFw+032xqfFMrZmZmZmZmTUtD2rNzMzMzMysaXn5sZmZmZmZmTUtz9SamZmZmZlZ0/Kg1szMzMzMzJqWB7VmZmZmZmbWtDyoNTMzMzMzs6blQa2ZmZmZmZk1LQ9qzczMzMzMrGn9C6W5J3vIT6C2AAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plot4(reg3.resid, reg3.predict(X), ax)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "reg0.model.b, reg0.model.b2, reg1.model.b, reg1.model.b2, reg2.model.b, reg2.model.b2, reg3.model.b, reg3.model.b2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BfPKyMs91yZb",
        "outputId": "24d93e88-ece8-45f5-ab42-beb7ec8e3192"
      },
      "id": "BfPKyMs91yZb",
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(76.45191790886334,\n",
              " 76.45191790886335,\n",
              " 73.59725865698537,\n",
              " 73.59725865698533,\n",
              " 72.88838081507716,\n",
              " 72.88838081507708,\n",
              " 70.70428984305396,\n",
              " 70.70428984305386)"
            ]
          },
          "metadata": {},
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "markdown",
      "id": "dec69105",
      "metadata": {
        "id": "dec69105"
      },
      "source": [
        "## Params"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "id": "5eb6816e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 502
        },
        "id": "5eb6816e",
        "outputId": "015da428-e953-4814-c229-33170e9692c7"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 648x504 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(9,7))\n",
        "plt.subplots_adjust(left, bottom, right, top, wspace, .5)\n",
        "\n",
        "plt.subplot(2, 2, 1)\n",
        "plot5(reg0, feat0, rotation=40)\n",
        "plt.title('Model 1')\n",
        "\n",
        "plt.subplot(2, 2, 2)\n",
        "plot5(reg1, feat1, rotation=40)\n",
        "plt.title('Model 2')\n",
        "\n",
        "plt.subplot(2, 2, 3)\n",
        "plot5(reg2, feat2, rotation=40)\n",
        "plt.title('Model 3')\n",
        "\n",
        "plt.subplot(2, 2, 4)\n",
        "plot5(reg3, feat3, rotation=90)\n",
        "plt.title('Model 4')\n",
        "\n",
        "plt.savefig('plots/estimates.png', bbox_inches='tight', dpi=300, transparent=True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# BF"
      ],
      "metadata": {
        "id": "PQgt36IpPkq-"
      },
      "id": "PQgt36IpPkq-"
    },
    {
      "cell_type": "code",
      "source": [
        "from scipy import optimize\n",
        "\n",
        "con = {'type': 'ineq', 'fun': lambda x: x[0]}\n",
        "\n",
        "def f0(sigma2_beta):\n",
        "  sigma2=sigma2_beta[0]\n",
        "  beta=sigma2_beta[1:]\n",
        "  return -reg0.model.get_marginal_sigma2().logpdf(sigma2) - reg0.model.get_conditional_beta(sigma2).logpdf(beta)\n",
        "\n",
        "def f1(sigma2_beta):\n",
        "  sigma2=sigma2_beta[0]\n",
        "  beta=sigma2_beta[1:]\n",
        "  return -reg1.model.get_marginal_sigma2().logpdf(sigma2) - reg1.model.get_conditional_beta(sigma2).logpdf(beta)\n",
        "\n",
        "def f2(sigma2_beta):\n",
        "  sigma2=sigma2_beta[0]\n",
        "  beta=sigma2_beta[1:]\n",
        "  return -reg2.model.get_marginal_sigma2().logpdf(sigma2) - reg2.model.get_conditional_beta(sigma2).logpdf(beta)\n",
        "\n",
        "def f3(sigma2_beta):\n",
        "  sigma2=sigma2_beta[0]\n",
        "  beta=sigma2_beta[1:]\n",
        "  return -reg3.model.get_marginal_sigma2().logpdf(sigma2) - reg3.model.get_conditional_beta(sigma2).logpdf(beta)"
      ],
      "metadata": {
        "id": "mrLp-_rtPmhK"
      },
      "id": "mrLp-_rtPmhK",
      "execution_count": 72,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "map0=optimize.minimize(f0, np.hstack((reg0.sigma2_mu, reg0.beta_mu)), constraints=con, method=\"cobyla\").x\n",
        "map1=optimize.minimize(f1, np.hstack((reg1.sigma2_mu, reg1.beta_mu)), constraints=con, method=\"cobyla\").x\n",
        "map2=optimize.minimize(f2, np.hstack((reg2.sigma2_mu, reg2.beta_mu)), constraints=con, method=\"cobyla\").x\n",
        "map3=optimize.minimize(f3, np.hstack((reg3.sigma2_mu, reg3.beta_mu)), constraints=con, method=\"cobyla\").x"
      ],
      "metadata": {
        "id": "yVIxgNH7PwNM"
      },
      "id": "yVIxgNH7PwNM",
      "execution_count": 73,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(np.hstack((reg0.sigma2_mu, reg0.beta_mu)),map0,'bo')\n",
        "plt.plot([-1, 1], [-1, 1], color = 'red', linewidth = 2)\n",
        "plt.show()\n",
        "\n",
        "plt.plot(np.hstack((reg1.sigma2_mu, reg1.beta_mu)),map1,'bo')\n",
        "plt.plot([-1, 1], [-1, 1], color = 'red', linewidth = 2)\n",
        "plt.show()\n",
        "\n",
        "plt.plot(np.hstack((reg2.sigma2_mu, reg2.beta_mu)),map2,'bo')\n",
        "plt.plot([-1, 1], [-1, 1], color = 'red', linewidth = 2)\n",
        "plt.show()\n",
        "\n",
        "plt.plot(np.hstack((reg3.sigma2_mu, reg3.beta_mu)),map3,'bo')\n",
        "plt.plot([-1, 1], [-1, 1], color = 'red', linewidth = 2)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "QY6FiKHkPwU-",
        "outputId": "04521282-4388-4c26-f9f2-2bda49176d6e"
      },
      "id": "QY6FiKHkPwU-",
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X = np.array(data.loc[:,feat0])\n",
        "bic0=stats.norm.logpdf(Y, loc=X@map0[1:], scale=map0[0]**.5).sum() - .5*X.shape[1]*np.log(X.shape[0])\n",
        "\n",
        "X = np.array(data.loc[:,feat1])\n",
        "bic1=stats.norm.logpdf(Y, loc=X@map1[1:], scale=map1[0]**.5).sum() - .5*X.shape[1]*np.log(X.shape[0])\n",
        "\n",
        "X = np.array(data.loc[:,feat2])\n",
        "bic2=stats.norm.logpdf(Y, loc=X@map2[1:], scale=map2[0]**.5).sum() - .5*X.shape[1]*np.log(X.shape[0])\n",
        "\n",
        "X = np.array(data.loc[:,feat3])\n",
        "bic3=stats.norm.logpdf(Y, loc=X@map3[1:], scale=map3[0]**.5).sum() - .5*X.shape[1]*np.log(X.shape[0])"
      ],
      "metadata": {
        "id": "N_AYR4OATu_P"
      },
      "id": "N_AYR4OATu_P",
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "bic0, bic1, bic2, bic3 = np.round(bic0,3), np.round(bic1,3), np.round(bic2,3), np.round(bic3,3)\n",
        "\n",
        "Z=np.exp(bic0)+np.exp(bic1)+np.exp(bic2)+np.exp(bic3)\n",
        "p0,p1,p2,p3=np.round(np.exp(bic0)/Z,3), np.round(np.exp(bic1)/Z,3), np.round(np.exp(bic2)/Z,3), np.round(np.exp(bic3)/Z,3)"
      ],
      "metadata": {
        "id": "ZJzZ3mG7VBjd"
      },
      "id": "ZJzZ3mG7VBjd",
      "execution_count": 76,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pd.DataFrame({'bic':[bic0, bic1, bic2, bic3], 'prob':[p0,p1,p2,p3]})"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "id": "yQImm7JCTvLH",
        "outputId": "0f11034c-02e2-4beb-afa6-a98fcd850428"
      },
      "id": "yQImm7JCTvLH",
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       bic   prob\n",
              "0 -216.911  0.796\n",
              "1 -224.089  0.001\n",
              "2 -218.276  0.203\n",
              "3 -248.951  0.000"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-aafa33cf-f148-4388-aca5-0a733015ad72\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>bic</th>\n",
              "      <th>prob</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-216.911</td>\n",
              "      <td>0.796</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>-224.089</td>\n",
              "      <td>0.001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>-218.276</td>\n",
              "      <td>0.203</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-248.951</td>\n",
              "      <td>0.000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-aafa33cf-f148-4388-aca5-0a733015ad72')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-aafa33cf-f148-4388-aca5-0a733015ad72 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-aafa33cf-f148-4388-aca5-0a733015ad72');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 77
        }
      ]
    },
    {
      "cell_type": "markdown",
      "id": "fef15ee2",
      "metadata": {
        "id": "fef15ee2"
      },
      "source": [
        "# Prediction"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 78,
      "id": "5dd23915",
      "metadata": {
        "id": "5dd23915"
      },
      "outputs": [],
      "source": [
        "train=.75\n",
        "\n",
        "n_train=int(train*data.shape[0])\n",
        "data_train=data.iloc[:n_train]\n",
        "data_test=data.iloc[n_train:]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 79,
      "id": "eab96735",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eab96735",
        "outputId": "f7f7814e-9c35-44a9-e7d9-36d5175439fc"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(111, 38)"
            ]
          },
          "metadata": {},
          "execution_count": 79
        }
      ],
      "source": [
        "n_train, data.shape[0]-n_train"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "4e53010c",
      "metadata": {
        "id": "4e53010c"
      },
      "source": [
        "### Individual events"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 80,
      "id": "7303b06b",
      "metadata": {
        "id": "7303b06b"
      },
      "outputs": [],
      "source": [
        "feat={}\n",
        "\n",
        "feat[0] = feat0\n",
        "feat[1] = feat1\n",
        "feat[2] = feat2\n",
        "feat[3] = feat3"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 81,
      "id": "a35d3ffc",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a35d3ffc",
        "outputId": "7acb547f-ae13-4009-92d6-122e08eb1d1d"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{0: ['intercept', 'y_t'],\n",
              " 1: ['intercept', 'y_t', 'rus', 'ukr', 'civ', 'other'],\n",
              " 2: ['intercept', 'y_t', 'mil', 'nmil'],\n",
              " 3: ['intercept',\n",
              "  'y_t',\n",
              "  'aad',\n",
              "  'airstrike',\n",
              "  'armor',\n",
              "  'arrest',\n",
              "  'artillery',\n",
              "  'civcas',\n",
              "  'control',\n",
              "  'cyber',\n",
              "  'firefight',\n",
              "  'hospital',\n",
              "  'ied',\n",
              "  'milcas',\n",
              "  'occupy',\n",
              "  'property',\n",
              "  'raid']}"
            ]
          },
          "metadata": {},
          "execution_count": 81
        }
      ],
      "source": [
        "feat"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "aaf8494d",
      "metadata": {
        "id": "aaf8494d"
      },
      "source": [
        "Predictions:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 82,
      "id": "7c3c7d1e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7c3c7d1e",
        "outputId": "1e754eed-57bd-4b89-d9c0-d03e0ea75199"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 38/38 [02:25<00:00,  3.84s/it]\n"
          ]
        }
      ],
      "source": [
        "results={}\n",
        "dates=[]\n",
        "\n",
        "for i in range(-1,4):\n",
        "    results[i]=[]\n",
        "\n",
        "for m in tqdm(range(n_train,data.shape[0])):\n",
        "    data_train=data.iloc[:m]\n",
        "    data_test=data.iloc[m:(m+1)]\n",
        "    dates.append(data_test.index.date[0])\n",
        "\n",
        "    for i in range(-1,4):\n",
        "\n",
        "        if i==-1:\n",
        "            results[i].append(data_test.sent_diff.values[0])\n",
        "          \n",
        "        else:\n",
        "            Y_train = np.array(data_train.sent_diff)\n",
        "            X_train = np.array(data_train.loc[:,feat[i]])\n",
        "\n",
        "            reg = LinReg()\n",
        "            reg.fit(X_train,Y_train,m=1000)\n",
        "\n",
        "            X_test = np.array(data_test.loc[:,feat[i]])\n",
        "            prediction=reg.predict(X_test[0:1,:])[0]\n",
        "            results[i].append(prediction)\n",
        "            \n",
        "results=pd.DataFrame(results)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 83,
      "id": "7e5dfbc1",
      "metadata": {
        "id": "7e5dfbc1"
      },
      "outputs": [],
      "source": [
        "results.index=dates"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 84,
      "id": "cfff2044",
      "metadata": {
        "id": "cfff2044"
      },
      "outputs": [],
      "source": [
        "results.columns=['y','m1','m2','m3','m4']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 85,
      "id": "6fa20f95",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "6fa20f95",
        "outputId": "e7f791f9-15d1-415d-df23-7de13bbe2f96"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                   y        m1        m2        m3        m4\n",
              "2022-06-16  0.115510 -1.012947 -1.494177 -1.413449 -1.035149\n",
              "2022-06-17 -0.271737 -1.104735 -0.664465 -1.183352 -0.807453\n",
              "2022-06-18 -0.271737 -0.824346 -0.636996 -0.699097 -0.897965\n",
              "2022-06-19  0.238963 -0.555447 -1.105825 -0.318125 -0.752707\n",
              "2022-06-20 -0.194516 -0.786047 -0.971728 -0.972090 -0.781377\n",
              "2022-06-21 -0.816151 -0.580853 -0.437252 -1.095438 -0.035817\n",
              "2022-06-22  1.041115  0.201032  0.485990  0.361780 -0.066554\n",
              "2022-06-23 -1.285157 -0.791594 -0.691542 -0.602643 -1.438421\n",
              "2022-06-24  1.247320  0.443345  0.332851  0.690432  0.830237\n",
              "2022-06-25 -1.018843 -0.760155 -1.047858 -0.627046 -0.316013\n",
              "2022-06-26 -1.838343  0.222148  0.427031  0.406503 -0.077849\n",
              "2022-06-27  2.151383  1.985522  1.995685  1.469047  1.639930\n",
              "2022-06-28 -1.214698 -0.094727 -0.356580 -0.015721  0.331430\n",
              "2022-06-29  0.850523  1.081380  1.220523  1.340626  0.749980\n",
              "2022-06-30  0.797887  0.248821  0.382736  0.211607  0.458440\n",
              "2022-07-01 -0.368276 -0.516191 -0.656357 -0.337288 -0.912147\n",
              "2022-07-02  0.231445 -0.158467 -0.099061 -0.285136 -0.053100\n",
              "2022-07-03  0.094774 -0.382369 -0.305545 -0.616296  0.096169\n",
              "2022-07-04 -0.334196 -0.468135 -0.327892 -0.311685 -0.534243\n",
              "2022-07-05 -0.932905 -0.141766 -0.273341 -0.160106 -0.037986\n",
              "2022-07-06  0.867456  0.752266  0.704505  0.460956  0.563791\n",
              "2022-07-07  0.567537 -0.089715 -0.152541  0.053140 -0.204531\n",
              "2022-07-08  0.034079 -0.630688 -0.317303 -0.373924 -0.586926\n",
              "2022-07-09 -3.231473 -0.657810 -0.862007 -0.401403 -0.413646\n",
              "2022-07-10  2.015010  2.462970  2.589332  2.219981  2.195939\n",
              "2022-07-11  1.463644  0.495495  0.193796  0.433417  0.229226\n",
              "2022-07-12 -2.052971 -0.917404 -1.102180 -0.964181 -1.063853\n",
              "2022-07-13 -0.941338  1.078412  1.572831  1.286209  1.152131\n",
              "2022-07-14  2.150441  1.951794  2.071796  1.747630  2.319013\n",
              "2022-07-15 -0.912743 -0.121247 -0.419485 -0.142519 -0.092135\n",
              "2022-07-16 -0.739526  0.756442  0.659044  0.769274  0.379978\n",
              "2022-07-17  1.262108  1.449859  1.384523  1.669968  1.542049\n",
              "2022-07-18 -0.073144  0.239431  0.150133  0.183480  0.707744\n",
              "2022-07-19  1.229398  0.303015  0.609506  0.353262 -0.073544\n",
              "2022-07-20 -3.409432 -0.861290 -1.142785 -0.977264 -0.925061\n",
              "2022-07-21  3.358786  2.423203  2.643831  2.356022  2.225224\n",
              "2022-07-22 -0.066139 -0.852139 -0.881261 -0.858166 -0.741323\n",
              "2022-07-23  0.481267 -0.784101 -0.866317 -0.691091 -0.762991"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-51615613-7ee6-4c3c-926f-744ba9ccdc31\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>y</th>\n",
              "      <th>m1</th>\n",
              "      <th>m2</th>\n",
              "      <th>m3</th>\n",
              "      <th>m4</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2022-06-16</th>\n",
              "      <td>0.115510</td>\n",
              "      <td>-1.012947</td>\n",
              "      <td>-1.494177</td>\n",
              "      <td>-1.413449</td>\n",
              "      <td>-1.035149</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-17</th>\n",
              "      <td>-0.271737</td>\n",
              "      <td>-1.104735</td>\n",
              "      <td>-0.664465</td>\n",
              "      <td>-1.183352</td>\n",
              "      <td>-0.807453</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-18</th>\n",
              "      <td>-0.271737</td>\n",
              "      <td>-0.824346</td>\n",
              "      <td>-0.636996</td>\n",
              "      <td>-0.699097</td>\n",
              "      <td>-0.897965</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-19</th>\n",
              "      <td>0.238963</td>\n",
              "      <td>-0.555447</td>\n",
              "      <td>-1.105825</td>\n",
              "      <td>-0.318125</td>\n",
              "      <td>-0.752707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-20</th>\n",
              "      <td>-0.194516</td>\n",
              "      <td>-0.786047</td>\n",
              "      <td>-0.971728</td>\n",
              "      <td>-0.972090</td>\n",
              "      <td>-0.781377</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-21</th>\n",
              "      <td>-0.816151</td>\n",
              "      <td>-0.580853</td>\n",
              "      <td>-0.437252</td>\n",
              "      <td>-1.095438</td>\n",
              "      <td>-0.035817</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-22</th>\n",
              "      <td>1.041115</td>\n",
              "      <td>0.201032</td>\n",
              "      <td>0.485990</td>\n",
              "      <td>0.361780</td>\n",
              "      <td>-0.066554</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-23</th>\n",
              "      <td>-1.285157</td>\n",
              "      <td>-0.791594</td>\n",
              "      <td>-0.691542</td>\n",
              "      <td>-0.602643</td>\n",
              "      <td>-1.438421</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-24</th>\n",
              "      <td>1.247320</td>\n",
              "      <td>0.443345</td>\n",
              "      <td>0.332851</td>\n",
              "      <td>0.690432</td>\n",
              "      <td>0.830237</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-25</th>\n",
              "      <td>-1.018843</td>\n",
              "      <td>-0.760155</td>\n",
              "      <td>-1.047858</td>\n",
              "      <td>-0.627046</td>\n",
              "      <td>-0.316013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-26</th>\n",
              "      <td>-1.838343</td>\n",
              "      <td>0.222148</td>\n",
              "      <td>0.427031</td>\n",
              "      <td>0.406503</td>\n",
              "      <td>-0.077849</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-27</th>\n",
              "      <td>2.151383</td>\n",
              "      <td>1.985522</td>\n",
              "      <td>1.995685</td>\n",
              "      <td>1.469047</td>\n",
              "      <td>1.639930</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-28</th>\n",
              "      <td>-1.214698</td>\n",
              "      <td>-0.094727</td>\n",
              "      <td>-0.356580</td>\n",
              "      <td>-0.015721</td>\n",
              "      <td>0.331430</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-29</th>\n",
              "      <td>0.850523</td>\n",
              "      <td>1.081380</td>\n",
              "      <td>1.220523</td>\n",
              "      <td>1.340626</td>\n",
              "      <td>0.749980</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-06-30</th>\n",
              "      <td>0.797887</td>\n",
              "      <td>0.248821</td>\n",
              "      <td>0.382736</td>\n",
              "      <td>0.211607</td>\n",
              "      <td>0.458440</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-01</th>\n",
              "      <td>-0.368276</td>\n",
              "      <td>-0.516191</td>\n",
              "      <td>-0.656357</td>\n",
              "      <td>-0.337288</td>\n",
              "      <td>-0.912147</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-02</th>\n",
              "      <td>0.231445</td>\n",
              "      <td>-0.158467</td>\n",
              "      <td>-0.099061</td>\n",
              "      <td>-0.285136</td>\n",
              "      <td>-0.053100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-03</th>\n",
              "      <td>0.094774</td>\n",
              "      <td>-0.382369</td>\n",
              "      <td>-0.305545</td>\n",
              "      <td>-0.616296</td>\n",
              "      <td>0.096169</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-04</th>\n",
              "      <td>-0.334196</td>\n",
              "      <td>-0.468135</td>\n",
              "      <td>-0.327892</td>\n",
              "      <td>-0.311685</td>\n",
              "      <td>-0.534243</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-05</th>\n",
              "      <td>-0.932905</td>\n",
              "      <td>-0.141766</td>\n",
              "      <td>-0.273341</td>\n",
              "      <td>-0.160106</td>\n",
              "      <td>-0.037986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-06</th>\n",
              "      <td>0.867456</td>\n",
              "      <td>0.752266</td>\n",
              "      <td>0.704505</td>\n",
              "      <td>0.460956</td>\n",
              "      <td>0.563791</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-07</th>\n",
              "      <td>0.567537</td>\n",
              "      <td>-0.089715</td>\n",
              "      <td>-0.152541</td>\n",
              "      <td>0.053140</td>\n",
              "      <td>-0.204531</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-08</th>\n",
              "      <td>0.034079</td>\n",
              "      <td>-0.630688</td>\n",
              "      <td>-0.317303</td>\n",
              "      <td>-0.373924</td>\n",
              "      <td>-0.586926</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-09</th>\n",
              "      <td>-3.231473</td>\n",
              "      <td>-0.657810</td>\n",
              "      <td>-0.862007</td>\n",
              "      <td>-0.401403</td>\n",
              "      <td>-0.413646</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-10</th>\n",
              "      <td>2.015010</td>\n",
              "      <td>2.462970</td>\n",
              "      <td>2.589332</td>\n",
              "      <td>2.219981</td>\n",
              "      <td>2.195939</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-11</th>\n",
              "      <td>1.463644</td>\n",
              "      <td>0.495495</td>\n",
              "      <td>0.193796</td>\n",
              "      <td>0.433417</td>\n",
              "      <td>0.229226</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-12</th>\n",
              "      <td>-2.052971</td>\n",
              "      <td>-0.917404</td>\n",
              "      <td>-1.102180</td>\n",
              "      <td>-0.964181</td>\n",
              "      <td>-1.063853</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-13</th>\n",
              "      <td>-0.941338</td>\n",
              "      <td>1.078412</td>\n",
              "      <td>1.572831</td>\n",
              "      <td>1.286209</td>\n",
              "      <td>1.152131</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-14</th>\n",
              "      <td>2.150441</td>\n",
              "      <td>1.951794</td>\n",
              "      <td>2.071796</td>\n",
              "      <td>1.747630</td>\n",
              "      <td>2.319013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-15</th>\n",
              "      <td>-0.912743</td>\n",
              "      <td>-0.121247</td>\n",
              "      <td>-0.419485</td>\n",
              "      <td>-0.142519</td>\n",
              "      <td>-0.092135</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-16</th>\n",
              "      <td>-0.739526</td>\n",
              "      <td>0.756442</td>\n",
              "      <td>0.659044</td>\n",
              "      <td>0.769274</td>\n",
              "      <td>0.379978</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-17</th>\n",
              "      <td>1.262108</td>\n",
              "      <td>1.449859</td>\n",
              "      <td>1.384523</td>\n",
              "      <td>1.669968</td>\n",
              "      <td>1.542049</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-18</th>\n",
              "      <td>-0.073144</td>\n",
              "      <td>0.239431</td>\n",
              "      <td>0.150133</td>\n",
              "      <td>0.183480</td>\n",
              "      <td>0.707744</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-19</th>\n",
              "      <td>1.229398</td>\n",
              "      <td>0.303015</td>\n",
              "      <td>0.609506</td>\n",
              "      <td>0.353262</td>\n",
              "      <td>-0.073544</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-20</th>\n",
              "      <td>-3.409432</td>\n",
              "      <td>-0.861290</td>\n",
              "      <td>-1.142785</td>\n",
              "      <td>-0.977264</td>\n",
              "      <td>-0.925061</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-21</th>\n",
              "      <td>3.358786</td>\n",
              "      <td>2.423203</td>\n",
              "      <td>2.643831</td>\n",
              "      <td>2.356022</td>\n",
              "      <td>2.225224</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-22</th>\n",
              "      <td>-0.066139</td>\n",
              "      <td>-0.852139</td>\n",
              "      <td>-0.881261</td>\n",
              "      <td>-0.858166</td>\n",
              "      <td>-0.741323</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-07-23</th>\n",
              "      <td>0.481267</td>\n",
              "      <td>-0.784101</td>\n",
              "      <td>-0.866317</td>\n",
              "      <td>-0.691091</td>\n",
              "      <td>-0.762991</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-51615613-7ee6-4c3c-926f-744ba9ccdc31')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-51615613-7ee6-4c3c-926f-744ba9ccdc31 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-51615613-7ee6-4c3c-926f-744ba9ccdc31');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 85
        }
      ],
      "source": [
        "results"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 86,
      "id": "184be7fe",
      "metadata": {
        "id": "184be7fe"
      },
      "outputs": [],
      "source": [
        "errors=results.copy()\n",
        "for c in results.columns[1:]:\n",
        "    errors[c]=(errors['y']-errors[c])\n",
        "\n",
        "errors=errors.iloc[:,1:]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 87,
      "id": "4dc7516c",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 327
        },
        "id": "4dc7516c",
        "outputId": "6ce0cdbf-1040-470c-a195-a12dae3c954c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x252 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(15,3.5))\n",
        "plt.subplots_adjust(left, bottom, right, top, wspace, hspace)\n",
        "\n",
        "plt.subplot(1, 3, 1)\n",
        "plot1(results, title=\"Predicting changes in \\nZelenskyy's daily sentiments ($\\Delta y_t$)\", ylabel='$\\Delta y_t$', legend=list(results.columns))\n",
        "\n",
        "plt.subplot(1, 3, 2)\n",
        "corr=results.corr().iloc[1:,0]\n",
        "plot2(corr, yerr=None, ylabel='Correlation', title='Correlation of model output and $\\Delta y_t$')\n",
        "plt.ylim((0,1))\n",
        "\n",
        "plt.subplot(1, 3, 3)\n",
        "plot2((errors**2).mean(), yerr=np.sqrt(((errors**2).var()/errors.shape[0])), ylabel='MSE', title='Mean squared error when predicting $\\Delta y_t$')\n",
        "\n",
        "plt.savefig('plots/predictions.png', bbox_inches='tight', dpi=300, transparent=True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 87,
      "id": "8f55a8b1",
      "metadata": {
        "id": "8f55a8b1"
      },
      "outputs": [],
      "source": [
        ""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 87,
      "id": "5d0e3463",
      "metadata": {
        "id": "5d0e3463"
      },
      "outputs": [],
      "source": [
        ""
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.13"
    },
    "colab": {
      "name": "data_analyses.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}